ANR-673 Swine Herd Monitoring
ANR-673, August 1996. By W. F. Owsley, Extension Animal Scientist,
Associate Professor; R. E. Blaylock, Extension Animal
Scientist, Assistant Professor; and James G. Floyd, Jr.,
Extension Veterinarian, Associate Professor, all in Animal
and Dairy Science at Auburn University
Swine Herd Monitoring
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Our society is built
around setting and achieving goals, and hog farming is no different.
Hog industry magazines constantly print stories about successful
farmers so everyone else can see what is possible. Educators and
salespeople can give you dozens of ways to improve production.
Most hog farmers set goals on all this information. There is only
one problem, however: Few farmers have the records to determine
if they ever reach their goals.
Swine production has improved so much
in the past 20 years that the average hog farm today has little
resemblance to the average hog farm of 20 years ago. Unfortunately,
production efficiency in this country has changed very little.
Nationwide, we are still weaning fewer than 8 pigs per litter
and marketing fewer than 16 pigs per female per year. Improvements
require some base line for comparison. For example, how do you
measure the distance from point A to point B if you don't know
where point A is?
Constant monitoring is the only way to
set realistic production goals and reach them. Herd monitoring
and records will:
- Reduce feed use and costs.
- Improve the over-all health status
of the herd.
- Allow for genetic progress.
Herd monitoring and records will also
help determine problem areas before they can reduce or eliminate
profits.
I. Production
Records
Your production records should be designed
for your type of production. The absolute minimum is to write
down two figures per year: total production costs and income.
If you think your profit is too low, records are essential for
improvement.
Some problems will be obvious as you
monitor the status of your herd: Scouring pigs in farrowing crates
or pigs struggling to breathe because of respiratory disease on
the finishing floor. Other problems are not so obvious, and these
must be monitored through good production records.
Production records can be hand-generated
or computer-generated. Several good computer programs are currently
available, but it takes a strong commitment to the use of computers
to justify the purchase of the equipment and software. Many hog
farms have computers that are merely gathering dust. Investigate
carefully before purchasing equipment or software; community colleges
offer introductory courses in micro-computer use and applications
that can serve as a starting point. Often, carefully kept handwritten
records can be used to generate meaningful information with the
use of nothing more complicated than a hand-held calculator.
Sow/boar records are the first place to start. At this stage of
production, individual animal identification is essential, either
by ear tags or ear notches. Once each boar, sow, and gilt in the
breeding herd is identified, you should consider recording:
- Breeding or farrowing group ID.
- Matings (date, number of services,
board ID).
- Pregnancy checks or heat checks at
21 days postmating.
- Farrowings (number born alive, stillborn,
and mummies; litter weight, time of farrowing).
- Abortions (date).
- Pig deaths (date; reasons, such as
crushed, scours, low viability, etc.).
- Cross-fostering on and off before weaning.
- Weanings (date, number, weight).
Not all of these records must be kept.
However, your ability to detect disease and management practices
affecting production improves as the number of records you keep
increases. From this raw information, production parameters such
as pregnancy rates, farrowing rates, and average live pigs per
litter can be calculated. For a complete discussion of these calculations,
refer to the Pork Industry Handbook (if you do not have a copy,
see your county Extension agent).
Nursery records
are more difficult to keep than sow/boar records. Keeping pigs
in litter groups will simplify record keeping, as will sorting
out light and heavy pigs. The critical period for nursery pigs
is the first 7 to 10 days after weaning. Most death losses occur
during this period. Some research also indicates a correlation
between weight gain during this period and days to market. Nursery
records should include:
- Number of pigs weaned into nursery
(date).
- Death loss while in nursery (date,
reason, pen, weight).
- Weekly pen feed intake.
- Medications used.
- Number of pigs moved to growing-finishing
(date, weight).
Growing-finishing records are in many ways the most difficult to keep,
especially in continuous flow finishing systems. Good growing-finishing
records are more difficult to compile than sow/boar records. Growing-finishing
records involve keeping track of the numbers and weights of pigs
moving in and out and the weight of feed moving in. To accomplish
this you must treat the growing-finishing herd as if it were a
"checkbook" that requires continual balancing. Another
way to look at a growing-finishing record is to treat it like
a "black box." Pigs and feed move into the "black
box," and pigs move out, either to market, early sale, or
as death losses. See Feed Conversion And
Costs, in the next section, to see
how it is calculated.
One of the easiest and most meaningful
of the growing-finishing records to keep is the number of days
to market. An easy way to keep track of this is to use ear tags
or ear notches on several pigs in a finishing group. Use the same
number for each hog, or color-code a group with colored ear tags,
and record the day that group went into growing-finishing, along
with their ages or average ages upon leaving the nursery. One
numbering method that fits well into this system is to give the
group the number of the week of the year it went on feed, from
1 to 52. For example, January 1 is in week number 1. By knowing
the week they were born, you can calculate their age at any time.
You also can calculate the number of days to market weight. This
is important to know because disease, such as chronic pneumonia,
can significantly lengthen the finishing period without causing
much outright death loss.
The last step in production is carcass
quality. The weight, backfat, and muscling of a carcass (or live
animal) will often determine the selling price of the pig. In
some cases, they determine if a market is available. Pork producers
can measure weight and backfat before going to market. Every pork
producer should have a set of scales to monitor final market weight.
Along with determining carcass quality, scales are essential for
determining days to market, making gilt selection, and determining
when hogs should be marketed. Producers selling on a value-based
market without scales typically lose more money in sort docks
than they make in quality premiums. Docks for light hogs range
from $2 to $10 per hundred pounds. If used wisely, scales eliminate
these docks. Electronic backfat probes are fairly expensive ($500
and up) but are an integral part of monitoring pork quality.
If you sell direct to a packer, request
carcass information on every load. Most packers can provide you
with averages for backfat and carcass weight and give you an estimate
for muscling. Actual carcass information will supplement on-farm
quality measurements in monitoring pork quality.
Tables 1, 2, 3, and 4 list selected production goals and problem levels. Use these
tables as a starting point for evaluating your herd's performance. If the performance
on your farm is below the problem level, the next step is to determine the source
of the problem and correct it. The remainder of this publication will concentrate
on monitoring the feeding, health and breeding-selection programs, and the environment.
While these are not the only potential problem areas, they are responsible for
most of our profit-robbing problems.
II. Nutrition
Feed accounts for the largest portion
of the cost of producing a pound of pork. A routine monitoring
program is essential for making efficient use of the money spent
for feed. A good monitoring program requires production records
and frequent analysis of feed and feed ingredients.
Feed Conversion And Costs
Feed conversion and feed cost per pound
of gain can be used to monitor a swine feeding program. Both are
dependent on feed quality. However, there are other factors such
as health, environment, and genetics that can affect feed conversion
and costs.
To measure feed conversion and costs
accurately, thorough records are essential. Accuracy also improves
as the period increases. Total farm feed conversion should not
be measured for less than 3 months; a 6- to 12-month period is
better. The information required is:
- Beginning and ending inventory (pounds)
of all feed ingredients and mixed feed.
- Inventory (pounds) of all pigs on hand
at the beginning and end of test period.
- Pounds of all pigs sold.
- Pounds of feed and ingredients purchased.
- Price of feed purchased and on hand.
The formula for feed conversion is:
pounds of feed used / pounds
of pork produced
where:
Pounds of feed used = pounds of feed
purchased
+ beginning feed inventory - ending
feed inventory
Pounds of pork produced = pounds of
hogs sold
+ ending pig inventory - beginning
pig inventory
Feed cost per pound of pork produced
can be calculated from feed conversion if you know the price of
feed. Multiply the average price of a pound of feed times the
feed required per pound of pork produced.
Monitoring feed conversion will point
out problems in the feeding program after they occur. Increases
in feed conversion by period and changes by season indicate opportunities
for improvement in the feeding program.
Monitoring Feed Ingredients And Feed
While records provide a good method for
monitoring feed quality, it is "after the fact." A program
is also needed to monitor the quality of feed before feeding and
even before mixing. The key component of a feed monitoring program
is routine analysis of feed and feed ingredients. Constant monitoring
of feed ingredients and the feed itself is another way to insure
efficient pork production. A routine sampling program for all
feed ingredients and mixed feeds -- combined with good feed records
-- can improve the efficiency with which farm-mixed swine feeds
are used.
Feed Ingredients. The nutrient content of many feed ingredients
often varies. This variation can affect both the quality and the
cost of the complete feed. To get the best evaluation of feed
ingredients, take samples from each load delivered. When the ingredients
are delivered in bulk, take samples before unloading. Using a
grain probe, take several samples from the front, middle, and
rear of the truck, then combine these samples to get a representative
sample of that load. If this method is not possible, take samples
throughout the time the truck is unloading. Although the combined
sample may not be as representative of the load as when a probe
is used, it will be better than a single sample or no sample at
all.
While sampling each load is best, the
cost of laboratory analysis for each sample can be prohibitive.
One alternative is to mix samples from several loads, then submit
the combined sample for analysis. It will be impossible to tell
anything about a specific load from this type of analysis, but
the sample will still aid in fine tuning the feed formulation.
Sampling will also point out any problems of contamination from
foreign material such as weed seeds. If mycotoxins are a problem,
this should also be checked in feed grains.
The analysis needed for feed ingredients
depends on the ingredient. Protein (lysine if possible), fiber,
calcium, phosphorus, and USDA grade should be checked for all
grains. With the exception of grade, the same analyses are needed
for soybean meal. Mineral sources (trace mineral premixes, basemixes,
complete supplements) require a complete mineral analysis, including
calcium, phosphorus, iron, zinc, manganese, copper, and salt.
If the protein content is guaranteed, it should be checked as
well.
There is a monetary reason for routinely
checking purchased ingredients. For example, if you buy soybean
meal guaranteed to contain 48 percent crude protein and the analysis
shows that it contains only 46 percent, an adjustment should be
made on the price. By checking that load, you know to adjust the
formulations for the lower protein level and to have the supplier
adjust the price.
Mixed Feeds. Routinely
analyzing farm-mixed feeds is the best way to monitor feed mixing
techniques. The method you use to sample mixed feed depends on
your reason for the analysis. To decide if the mixing time is
appropriate, take three or more samples from one batch of feed
periodically as the mill is emptying. If the analyses of all the
samples are close to the same, the mixing time is adequate. For
a routine evaluation of the feeding program, use the same sampling
technique but combine all the samples before the analysis to see
if you added the proper amounts of all ingredients. If problems
exist in certain hog pens, collect feed samples from each feeder.
This last method may not give an accurate evaluation of the mixing
process because of separation during delivery and in the feeder.
Ideally, every batch of farm-mixed feed
and every load of purchased feed should be checked. Unfortunately,
the cost may be prohibitive. An alternative is to sample each
diet mixed or purchased at least once every 3 months and when
problems occur. Have the sample analyzed for protein, fiber, calcium,
phosphorus, iron, zinc, copper, and salt. Amino acid and vitamin
analysis would be very helpful, but these are often expensive
and can be hard to get.
Collecting feed samples and having them
analyzed will do little good if the lab report is not accurately
evaluated. From this report, any nutritional problems can be detected
as well as possible causes for these problems. A thorough evaluation
of a laboratory analysis by a competent nutritionist can pin-point
problems and possibly solve them.
A combination of these sampling methods and correct evaluation
of laboratory analyses results is the best evaluation of a feed mixing program.
For more information on mixing swine feed, see Circular
ANR-637, "Controlling The Quality Of Farm Mixed Swine Feed."
III. Health
Disease can significantly lower profitability
in a swine herd. Consider the following steps to help monitor
the health and disease status of your herd.
Veterinary Assistance
Regular visits from an experienced veterinarian
who is interested in swine and who keeps up with the swine industry
is a major step forward. Establish a schedule of regular visits
so your veterinarian can make a periodic assessment of your herd.
Some large herds have this done monthly; others only every 3 to
4 months. If you have had difficulties or are just starting out,
these visits may need to be more frequent at first.
Work with your veterinarian to set goals
for the herd. During the regular consultation visits, the two
of you can examine your production records and assess the role
disease may be playing in the herd's performance. You should also
discuss records of slaughter checks and necropsy reports. It will
also be beneficial to go over your production schedule and routine
health practices. Are your vaccinations, dewormings, and processing
routines doing all that they should to prevent disease and enhance
profitability? Are the products you are using the best ones for
your particular situation? These should be topics of periodic
review and discussion during your veterinary visits.
Involve your employees with the routine
veterinary visits. Compliance with health practices is often a
function of how well the employees understand the importance of
various routines, such as disinfection and proper use of medicated
feeds. Your veterinarian can help explain the reason for such
practices and, on large farms, can be directly involved in employee
education programs. Even on smaller farms, the employees should
be present during the consultation visit. They usually know the
most about conditions that affect the disease status of the herd.
Necropsies (Autopsies)
A dead hog is more than a loss, it is
a "diagnostic opportunity." Have your veterinarian conduct
a necropsy on the farm and submit appropriate samples to the veterinary
diagnostic laboratory for suitable tests. This is particularly
important for sudden, unexpected death losses. If your veterinarian
is unavailable on short notice, submit the dead hogs directly
to the lab in as fresh a condition as possible. Too many producers
fail to have their death losses examined by competent professionals,
and they will go for long periods of time without knowing what
is causing a problem. Remember, a veterinary diagnostic laboratory
is not perfect-they will not always come up with a definitive
answer for the problem. However, there is even less chance of
knowing the cause by simply guessing at it.
Many swine producers have become frustrated
about having necropsies conducted because they have not had professional
help to interpret the results from the diagnostic lab. These reports
are usually quite technical in nature and can be unintelligible
without competent professional help. Use your veterinarian to
interpret the reports in the light of how your farm works. What
you are really looking for is help in making a management decision
about a problem on your farm. This is difficult to do without
good professional help.
Routine Slaughter Checks
Slaughter checks are an excellent tool
for examining diseases occurring during the last 4 to 6 weeks
of your finishing process. Disease occurring before this time
may not be evident on slaughter checks but will probably be reflected
in other information, such as days to market or feed conversion.
During a slaughter check a veterinarian
will be present at the slaughter plant to examine the lungs, livers,
and snouts of a representative group of hogs. These organs will
be scored for disease damage, and a report will be given to you.
In some cases, other organs such as reproductive tracts in cases
of unexplained infertility in gilts, or intestinal tracts in cases
of suspected ileitis, may be examined. If your veterinarian cannot
conduct a slaughter check for you, some slaughter plants can arrange
for a veterinarian in the area to conduct it for you.
Statistical tables have been developed
that determine the number of animals to be examined during a slaughter
check. The numbers depend upon the type of disease that may be
suspected in the herd and the extent to which it is believed to
be present. If the disease status of the herd is good, then only
a relatively small percentage of market hogs needs to be checked.
Other Steps For Herd Monitoring
Your veterinarian may recommend other
steps in the monitoring process, such as conducting fecal flotation
exams for parasite eggs in manure of hogs on the finishing floor.
In some cases this may need to be done routinely, or in others
only if there is an indication that the present deworming plan
is not effective.
Another monitoring step that may be recommended
is periodic bleeding for determination of levels, or "titers,"
of blood antibodies to various diseases. This process is also
known as "serology." To maintain a herd in a brucellosis-
and pseudo-rabies-free status, some bleeding must be done. Other
diseases that can be monitored include transmissible gastroenteritis
(TGE), Actinobacillus (Hemophilus) pleuropneumonia, and leptospirosis.
This may be recommended by your veterinarian based upon past disease
problems in the herd. If routine serology is to be done, it is
best to bleed a group of hogs at various times during the production
flow to see when and where they become positive to certain conditions.
Remember, blood antibody titers to various diseases usually only
show that an animal was exposed to a potential disease-causing
bacteria or virus, not necessarily that the disease itself is
present. Serology reports may be useful but need to be interpreted
carefully.
IV. Genetics
Genes are responsible for the true genetic
potential of an animal and are fixed at conception. However, an
animal rarely performs exactly at that potential. Some may meet
their potential, while others never reach it because of conditions
under which the animal is raised. What you can see or measure
(phenotype) is a combination of genetics (genotype) and the conditions
under which the animal is raised. The genetic portion is low (10
to 20 percent) for reproductive traits such as litter size, birth
weight, and weaning weight. Genetics account for 30 to 40 percent
of the growth traits and 40 to 60 percent of carcass traits. Monitoring
the genetics of a swine herd is, therefore, difficult at best.
Monitoring the breeding program (selection, culling, and cross
breeding) is not. By monitoring performance of the herd, you can
evaluate your breeding program and make the necessary changes.
The two approaches to monitoring the
breeding program are: herd monitoring and contemporary group monitoring.
Both are necessary because they serve different purposes.
Herd Monitoring
If the average performance of your herd
is below the problem level, or if you are making little or no
progress, the first step to improvement is to evaluate your total
program.
- Are you selecting the type of boars
you really need?
- Do you have a cross-breeding program
and are you following it?
- What criteria do you use to cull a
sow?
One or more of these areas is partially
to blame for poor performance in a herd. To answer these questions,
we will go through several examples. In each case, we will assume
that nutrition, health, and environmental conditions are adequate.
This should give you some idea of the process for improving herd
performance through genetics.
Example 1.
You have a 100-sow farrow-to-finish farm and use a three-breed
rotational cross. Your goal is to produce 23 market hogs per female
per year. All boars are purchased from breeders that emphasize
litter size. You are averaging 12.5 pigs at birth and are weaning
10.2. It takes your pigs an average of 187 days to reach 230 pounds
and your packer is docking every load you ship because your hogs
are too fat.
The first place to look in this example
is boar selection, the source of most genetic improvement in this
system. Boars for a rotational cross should be selected for both
reproductive and growth traits. With the reproductive performance
in this herd, boar selection should be based on maintaining litter
size and improving growth and back fat.
The next step is to evaluate your rotational
cross. You can improve growth and backfat by replacing a breed
with one known for rapid gain and low backfat. You should also
make sure you are keeping the rotation in the right order. Part
of the advantage of cross-breeding is lost if you use a breed
out of sequence.
Example 2.
You have a 30-sow herd and produce feeder pigs. Your average sow
is in her fifth parity. Litter size at birth and at weaning is
low (8.2 and 7.1).
The problem in this example is culling.
Sow performance usually peaks at 4 to 5 parities. Since the average
parity is 5, there has been little culling. Very little new genetics
have been added to the sow herd. Ideally, 40 to 50 percent of
the sow herd should be culled each year. Sows should be culled
first on performance. Next, soundness, condition, age, and temperament
should be considered. These will affect a sow's ability to perform
in the future. Culling removes poor sows and allows for the introduction
of new gilts in the herd.
Contemporary Group Monitoring
Sometimes performance problems can be
traced to one or more purchased boars. The only way to decide
this accurately is by monitoring the offspring under the same
conditions. For example, evaluate a group of market hogs from
a single sow group or those that were born within a 1- to 2-week
period, sired by three boars, and housed and fed the same. The
effects of nutrition, health, temperature, climate, etc. should
be the same for the entire group. This group of pigs is then a
contemporary group. Any difference in performance between the
pigs sired by the three boars is more likely due to the boars
since most other factors are the same.
Contemporary group comparison is a necessary
tool for finding genetic difference in growth and reproduction.
However, comparisons made across contemporary groups or without
contemporary groups cannot be made with any degree of accuracy
for a commercial herd.
V. Environment
Monitoring the environment can be the
simplest part of a herd monitoring program. Unfortunately, it
is often the most overlooked. The "environment" is the
conditions in which a pig is expected to grow. To monitor the
environment, we actually monitor factors that affect the environment-temperature,
air quality, and condition and use of the facility.
Temperature
Temperature has a tremendous effect on
performance of swine. The ideal temperature for a pig decreases
with age, from 90°F to 95°F at birth to 60°F to 65°F
for sows. For pigs from birth to 40 pounds, low temperatures and
drafts increase the pig's susceptability to respiratory diseases
and scouring. Low temperatures for pigs from 40 pounds to market
results in increased feed intake and feed required per pound of
gain. High temperatures reduce feed intake and weight gain.
Cold stress is not a major problem for
sows in the Southeast. Heat stress, however, is a major cause
of poor reproductive efficiency. High temperatures during lactation
reduce feed intake, leading to poor sow condition and more days
from weaning to rebreeding. During gestation, there are two critical
periods: immediately after breeding and 2 to 4 weeks before farrowing.
Temperatures above 85°F for 3 days during the first 2 weeks
after breeding increase embryonic death. High temperatures (over
85°F) during the last month of gestation may increase the
number of stillborn pigs. Temperature also affects boars. High
temperatures increase the boar's body temperature. An increase in body temperature decreases libido and the number of normal
sperm produced. In the Southeast, the ultimate effect of heat
stress on reproduction is decreased litter size and farrowing
rate from May to December.
Monitoring temperature is easy. Every
barn, room, shed, or shelter should have a thermometer place at
"pig" level. Placing a thermometer too high will not
accurately measure the temperature a pig is actually feeling.
If you use a drip or sprinkler system, it is possible to have
high temperatures without heat stress. Pigs will lose body heat
by evaporation. Wet-bulb temperature more accurately estimates
the temperature an animal is feeling under these conditions. Whatever
the instrument used, you will improve sow and pig performance
by monitoring environmental temperature daily and making necessary
adjustments.
Air Quality
Unlike temperature, air quality is difficult
and expensive to measure accurately. Measuring air velocity, gas
levels (methane, ammonia, hydrogen sulfide), humidity, and particle
content require specialized equipment. You can, however, use some
simple methods to decide if a problem exists.
The simplest way to monitor air quality
in a barn, building, shed, or pen is to spend 1 to 2 hours in
the facility at pig level. This may sound unreasonable, but if
you cannot stand it, there is a good chance the pigs can't either.
There is, however, some risk involved with this method. If toxic
gases are present, they can be detrimental to your health!
Prevention is always better than a cure.
In an enclosed building, check all ventilation equipment and controls
at least once a week:
- Fan blades should be clean and in working
order. Dirty or bent blades reduce the amount of air the fan
can move.
- Fan motors should be properly wired
and working.
- Air intakes and exhausts should be
calibrated for the needed air movement.
- Automatic louvers must be clean.
- All thermostats and controls should
be clean and calibrated.
If there is a serious problem with air
quality, have your system checked by a competent engineer or service
technician.
Open-sided or curtain sided buildings usually lack mechanical
ventilation. They depend on natural ventilation for temperature control and
air quality. You will get the best environmental control by orienting these
buildings east-west, eliminating western sun exposure. You should also plan
for a minimum of 40 feet (60 to 100 feet preferred) between buildings for normal
air flow. Another potential problem is totally enclosing these buildings during
the winter. You can see from Table 5
that there is a minimum amount of ventilation required year-round. Whatever
the outside temperature, there should always be some fresh air entering a hog
building.
Air quality is a potential problem for
all types of facilities. Low-investment, outside units can also
have air quality problems. Most are related to inadequate shelter
space in the winter. Pigs tend to "pile up" during cold
weather if there is not enough shelter, thus creating a "micro-environment"
where air quality is poor.
Preventing air quality problems will
prevent many performance and disease problems. Good air quality
will also allow maximum use of the facility and the utility costs
associated with it.
VI. Condition And Use Of A Facility
Some of the worst swine facilities in the Southeast are
well designed and built but are not used as designed. Over-crowding a pen or
barn affects both temperature and air quality. There are other negative effects
on performance that have not been identified. For example, a pen designed for
25 finishing hogs will produce faster, more efficient gains than one designed
for 50, even if square feet, temperature, and air quality are the same. Table
6 contains the space requirements and ideal number
of animals per pen for most classes of swine. These recommendations will at
least help explain problems in existing facilities.
VII. Summary
An effective swine herd monitoring program
includes records to pin-point potential problems and determine
the cause of the problems along with a systematic approach to
solving the problems. Solving production problems will increase
production efficiency and lower production costs.
For more information on swine production
and management, ask your county Extension office about the following
publications:
Circular ANR-617, "Crossbreeding
Systems For Swine."
Circular ANR-637, "Controlling
The Quality Of Farm Mixed Swine Feed."
Circular ANR-639, "Swine Diet
Recommendations For Alabama."
Circular ANR-672, "Managing Growing-Finishing
Hogs."
Circular ANR-683, "Improving
Reproduction In Swine."
Circular ANR-882, "Selection Guidelines
for Commercial Pork Production."
Pork Industry Handbook.
For more information, call your
county Extension office. Look in your telephone directory under
your county's name to find the number.
For more information, contact your county Extension office. Visit http://www.aces.edu/counties or look in your telephone directory under your county's name to find contact information.
Issued in furtherance of Cooperative Extension work in agriculture and
home economics, Acts of May 8 and June 30, 1914, and other related
acts, in cooperation with the U.S. Department of Agriculture. The Alabama
Cooperative Extension System (Alabama A&M University and Auburn
University) offers educational programs, materials, and equal
opportunity employment to all people without regard to race, color,
national origin, religion, sex, age, veteran status, or disability.
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