General Information for the PS&D View

 

1.         Stock-to-use ratios (SUR) are calculated as a form shown below:

SUR(%) = (exports + total domestic consumption)/stock x 100

    However, for the SUR of the world total, exports are excluded in the equation.

 

2.  Below, this is a general explanation for the PS&D View from the USDA. 
   In this file, structure of each region is also shown toward the end.

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                                THE PS&D DATABASE

 

The Production, Supply, and Distribution (PS&D) database contains the official

data on world production, stocks, trade, and consumption of major agricultural

commodities for the U.S. Department of Agriculture.  It includes most of the

major agricultural commodities and countries, although country and time

coverage differ considerably among commodities.

 

The USDA Foreign Agricultural Service (FAS) maintains the database.  The data

are reviewed and updated regularly.  The international portion of the data is

updated with input from agricultural attaches stationed at U.S. embassies

around the world, FAS commodity analysts, and country and commodity analysts

with ERS.  The domestic component is updated with input from analysts in ERS,

FAS, the NationalAgricultural Statistical Service, and the Farm Service Agency

(formerly Agricultural Stabilization and Conservation Service).  Interagency

work on the database is carried out under the aegis of the World Agricultural

Outlook Board (WAOB).

 

The PS&D data is published periodically in the Foreign Agricultural Circular

series issued by FAS, in the regional situation and outlook reports and monthly

commodity newsletters of  ERS, and in the WAOB's World Agricultural Supply and

Demand Estimates.

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                               PS&D VIEW SOFTWARE

 

The TS ("Time Series") software used to view the PS&D data files was designed

by Karl Gudmunds and Alan Webb of USDA's Economic Research Service (ERS) and

programmed by Karl Gudmunds.  Its development has benefitted greatly from the

feedback of users within ERS and worldwide.

 

The TS program is a DOS application that requires MS-DOS 3.0 or greater (or

compatible operating systems), 300KB RAM and graphics capability.  If running

TS from within MS-Windows or IBM OS/2, then set the program icon reference to

start TS as a full-screen session as TS initializes a graphics mode that will

suspend a windowed session.

 

The PS&D VIEW data and software package is available through subscription on an

annual, quarterly, or monthly basis; call ERS's subscription service 1-800-999-6779. 
It is also available on the Internet, along with other USDA ERS data

products.  See the USDA ERS Web site at http://www.econ.ag.gov for information

and data files.

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                      PS&D VIEW FREQUENTLY ASKED QUESTIONS:

 

 

WHAT IS THE DIFFERENCE BETWEEN PS&D VIEW AND TS?

 

     PS&D View is the name of the Economic Research Service's data product that

includes USDA's Production, Supply, and Distribution  (PS&D) database.  TS

(Time Series) is the software ERS has designed to read the database in

PS&DView.

 

 

HOW OFTEN IS PS&D VIEW UPDATED?

 

     Grains, oilseeds, and cotton = monthly,

                          appearing on the Internet Web sight about mid-month.

     Sugar & the livestock complex = twice annually,

                          appearing at the same time as the monthly crops data.

          sugar, estimated May and Nov., should appear in June and December.

          livestock, estimated March & Oct., should appear in April and

November.

 

 

ON THE INTERNET, HOW DO I KNOW WHEN PS&DVIEW HAS BEEN UPDATED OR WHEN CHANGES

ARE MADE?

 

     A small file called DATETIME.TXT indicates the date of the most recent

update available on the Internet Web sight.  This DOC should appear near the

top of the list of files.

     Another small file called ANNOUNCE.DOC will occassionally also appear near

the top of the list of files to identify changes in or problems with TS or the

PS&D data.

 

 

WHEN DOES USDA FIRST FORECAST THE NEXT YEAR?

 

     U.S. & world crop totals = May.

     Individual countries for wheat and coarse grains = May. 

     Individual countries for rice, oilseeds, & cotton = July

     Livestock complex = late October (appears on Internet w/ November data

release)

     Sugar = late May (appears on Internet w/ June data release)

 

 

HOW DOES USDA'S DATA DIFFER FROM FAO'S?

 

     USDA projects on a marketing year basis (except for the livestock

     complex); FAO uses calendar years for all commodities.

     USDA provides projections and forecasts for the current season in

     progress; FAO releases data for a country and commodity mainly after the

     season ends and generally does not include forecasts for the year in

     progress.

     USDA estimates are based on a number of available sources; FAO is required

     to use a member countries' official statistics.  

    

 

WHAT DATA DOES USDA USE?

 

     USDA uses official country statistics, reports from agricultural attaches

at U.S. embassies, international organizations, publications from the country,

traders both inside and outside the country, and other available information.

 

 

WHEN DOES USDA USE ESTIMATES FROM A COUNTRIES' GOVERNMENT AND WHEN DOES IT USE

OTHER SOURCES?

 

     Most often, the eventual "final" figure used by USDA is the official

figure from the countries' government.  In some cases, another source may be

used instead of the government because that source has over time proven to be

more complete, more reliable, or more timely than the government source.

     During the current season in progress most data are forecasts.  Some of

these current year forecasts also are based on the countries' official

releases.  For example, developed countries often release timely, survey-based,

updates as the producing season progresses.  They also release monthly trade

data and some consumption and stock data during the season.  USDA uses these

data, except if a sharp change has altered the situation since the date of the

countries' survey; then USDA will try to account for this change in its

forecasts.   For most other countries the current season is a USDA forecast

based on progress reports from other sources.

 

 

ARE PS&Ds FOR ALL COUNTRIES UPDATED EVERY MONTH?

 

     For the commodities updated monthly--grains, oilseeds, and cotton--usually

only the most significant countries are considered each month and updated if

new information is available.  Other countries are updated only when new

information becomes available.  PS&Ds for many African countries are updated

only twice a year--in May and about January.

 

 

WHEN IS PS&D DATA A PROJECTION & WHEN DOES IT BECOME "FINAL"?

 

       Because the timing of release of  "final" estimates for each commodity

in each country differs widely with the country and the commodity, at any given

point in time some of the data in PS&D View for the last few years will be

forecasts.  Updating with the countries' official data could begin as early as

December or January for some countries; but other countries are still revising

their "final" figures as much as 2 or more years after the end of a season.

     And if a country never releases data for a given variable--ending stocks

for example--then that data remains a USDA estimate based on the best

information available.  Additionally, a few countries release little or no

information at all or only very sporadic statements (North Korea for example).

Data in the USDA data base for these countries is always a forecast.

 

 

WHAT UNITS ARE USED IN PS&D VIEW?

 

     All units are metric unless otherwise noted.

GRAINS, OILSEEDS, COTTON & SUGAR--

     AREA = 1000 hectares harvested, except

          when countries only release planted area data, then planted area data

          is used instead of harvested area even though it is labeled

          "harvested area".

     YIELD = tons per hectare; (rice yield is, milled basis.)

     PRODUCTION, TRADE, & USE = 1000 metric tons,

          rice = milled basis (a separate column is provided for rough (paddy)

          weight rice), cotton = lint basis,

          sugar = raw basis or in raw sugar equivalents.

LIVESTOCK COMPLEX--

     Live animals are in 1000 head.

     Red meat is in carcass weight.

     Poultry is in ready-to-cook weight.

     Eggs are in 1 million count.

     Number of egg layers is in 1000 count.

 

 

WHY DOESN'T THE PS&D VIEW WORLD TOTAL FOR THE LIVESTOCK COMPLEX INCLUDE EVERY

COUNTRY IN THE WORLD?

 

     For the livestock complex the "world total" in PS&D View is the sum of

only those countries included in the USDA database, which for livestock

includes only representative countries.  The representative countries in the

USDA database capture about 90 percent of world livestock trade.  In USDA

livestock publications, this sum is more correctly labeled a "selected country

total", not a "world total".

 

 

WHICH YEARS ARE USED FOR THE COMMODITIES IN PS&D VIEW & THE USDA DATABASE?

 

     For the livestock complex, the years listed are calendar years.

     For grains, oilseeds, & cotton, the year listed is the first year of the

countries' local marketing year for that commodity (e.g. 1990 represents

1990/91).

     But for sugar, the year listed is the last year of the countries' local

marketing year (e.g. 1990 represents 1989/90).

     Local marketing years differ by country and by commodity and therefore do

not aggregate logically.

 

 

SO WHAT ARE THE EXCEPTIONS TO THE YEARS IN PS&D VIEW?

 

      For some variables, in order to more accurately aggregate world totals,

the years must be made consistent for all countries. 

     For GRAINS a STANDARD TRADE YEAR has been created in the USDA database.

In PS&D View, additional import & export columns have been added on the far

right; this is the grain trade data adjusted to a standard trade year.  These

standard trade years are the years on which the published USDA grain trade data

is based.  The standard grain trade years are:

          wheat = July/June,

          coarse grains = October/September,

          rice = January/December calendar year following the marketing year

          indicated (e.g. 1990 shows standardized rice trade in the far right

          columns for 1991). 

     For COTTON, all data internal to each countries' supply and use balance is

adjusted, wherever possible, to a STANDARD AUGUST/JULY year.

 

 

THEN WHY DOESN'T THE STANDARD GRAIN TRADE DATA IN PS&D VIEW MATCH PUBLISHED

USDA GRAIN TRADE?

 

     Grain trade data used by USDA is published in the monthly:  FAS,

Grain:World Markets and Trade.  This trade is adjusted to a standard trade year

for a consistent world total and also has been adjusted to exclude intra-EU

trade.

     The standard grain trade in the far right columns in PS&D View has not

been adjusted to exclude intra-EU trade.   Although PS&D View data for area,

yield, production, consumption, and stocks, and for other countries, are

identical to the published USDA data, the standard grain trade for the EU and

any aggregates including the EU such as world and foreign, differs from the

published USDA data.

     To obtain the most recent 5 years of USDA's adjusted world grain trade

data, go to the Internet Web sight http://www.fas.usda.gov for the FAS grain

circular publication or call Grain Division, Foreign Agricultural Service, USDA

(202-720-6219).

     Additionally, the grain data published in the monthly:  WAOB, World

Agricultural Supply & Demand Estimates (WASDE) for supply and use variables

other than trade also are the same as the USDA data published in the FAS grain

circular.  But WASDE's grain trade data also differs because it is aggregated

on the local marketing year basis (the same as the internal PS&D View grain

trade data), has not been adjusted to the standard trade year, and includes

intra-EU trade.

 

 

WHY DON'T SOYBEAN ENDING STOCKS, AND SOMETIMES CONSUMPTION AND TRADE DATA, IN

PS&D VIEW MATCH PUBLISHED USDA DATA?

 

     The world soybean supply and use data used by USDA is published in the

monthly:   FAS, Oilseeds: World Markets & Trade.  This data adjusts Brazil and

Argentina from local marketing years to a standard October/September marketing

year for a more consistent world total.  Thus, stocks for these two countries

and the world are calculated as of September rather than as of the end of their

local soybean marketing years (Feb/Jan and Apr/Mar).

     In PS&D View, all supply and use variables for Brazil and Argentina remain

on the local marketing year basis and are not adjusted.  Although the area,

yield, and production data in PS&D View are the same as the published USDA

data, ending stocks and trade for Brazil, Argentina, and any aggregates

including either of these 2 countries, differ from the published USDA data.

     To obtain the most recent 5 years of USDA oilseeds ending stocks data go

to http://www.fas.usda.gov for the monthly FAS Oilseeds circular publication or

call Oilseeds Division, Foreign Agriculture Service, USDA (202-720-7037).  Or

consult the monthly publication WAOB, World Agricultural Supply & Demand

Estimates (WASDE), which also contains adjusted USDA data for Brazil and

Argentina, and can be found at on the Internet at

http://www.usda.gov/oce/waob/wasde.

 

 

WHY DON'T WORLD & FOREIGN GRAIN CONSUMPTION SUM CORRECTLY FROM THE REGIONAL

TOTALS?

 

     World & foreign grain consumption, both published & in PS&D View, have

been adjusted by the difference between imports and exports on the local

marketing year on the assumption that trade at the world level should balance.

Regional & country totals however, are not adjusted.

 

 

WHY DO PS&D VIEW'S HISTORICAL DATA FOR EU LIVESTOCK SOMETIMES DIFFER FROM

PUBLISHED USDA DATA?

 

     The USDA data published in FAS, Livestock & Poultry: World Markets &

Trade, in some cases may not yet include all the countries of Finland, Sweden,

and Austria, which in 1996 were added to the EC-12 to make EU-15.  PS&D View

includes all data in the USDA database for these countries in a complete EU-15

total.

     To obtain USDA's published data go to http://www.fas.usda.gov for
the bi-annual FAS Livestock & Poultry circular publication or call Dairy, Livestock, &

Poultry Division, Foreign Agriculture Service, USDA (202-720-8031).

 

 

WHY DON'T PS&D VIEW'S BROILERS AND TURKEYS SUM TO TOTAL POULTRY?

 

     "Broilers" and "turkeys" in PS&D View include only the young or breeding

birds.  Data on "older, spent birds" and data on "ducks" are not available in

individual time series by country for use in the USDA database or PS&D View.

However, in the database and PS&D View "total poultry" has been adjusted to

include the available information on "older, spent birds" and, in countries

where data is reported, "ducks".

 

 

WHY IS THE COLUMN "IMPORTS FROM THE US" NOT ALWAYS UP-TO-DATE?

 

     The column imports from the U.S. is updated in USDA's database only once a

year to avoid partial projections.

 

 

DEFINE CONSUMPTION.

 

     Consumption = domestic use for feed, food, seed, industrial uses, and

waste.   For oilseeds, consumption also includes the amount crushed for oil and

meal uses; but for oils and meals, seed is not a use.

 

                   

DEFINE USDA'S OILSEEDS AND MEALS.  HOW DOES TOTAL VEGETABLE OIL DIFFER FROM

TOTAL OILS?

 

OILSEEDS =          soybean, cottonseed, peanut, rapeseed (canola),

                    sunflowerseed, copra, and palm kernel.

OIL MEALS=     soybean, cottonseed, peanut, rapeseed, sunflowerseed, copra,

               palm kernel, and fish meal.

TROPICAL OILS =     coconut oil, palm oil, and palm kernal oils.

VEGETABLE OILS=     soybean, cottonseed, peanut, rapeseed, sunflowerseed,

                    coconut, palm, palm kernel, and olive oils.

TOTAL OILS =   soybean, cottonseed, peanut, rapeseed, sunflowerseed, coconut,

               palm, palm kernel, olive, and fish oils.    

 

 

DEFINE USDA'S COARSE GRAINS.

 

     Coarse grains include corn, barley, sorghum, rye, oats, millet, and mixed

grains.

 

          LATEST NEW PS&D VIEW COUNTRY AND REGION DEFINITIONS & ORDER:

(all CAPITALIZED countries & regions are listed separately in PS&D contents;

small letters indicate composition).

~    Indicates regions, a sum to be excluded when calculating ranks; except

!    are other regions users might want to include as indivdual countries for

rank calculations.

*    An attempt is made to place all countries on the correct geographical

     continent.  Unfortunately, the Former USSR and new RUSSIA data cannot be

     divided and must be placed in either Europe or Asia, not both; they're in

     Europe.  Thus the new EUROPE and ASIA & NEAR EAST regions are

     discontinuous prior to 1987 when the series switch from the former USSR

     data to the NIS (15 Republics of former USSR) data.

 

~WORLD                   Foreign + US

~FOREIGN                 World - US; includes, but will NOT add from:  W Hem

                        (-US) + Europe + Africa + Asia & Near East + Oceania

~DEVELOPED COUNTRIES          Canada + US + EU + Oth W Eur + Israel + Rep S

                              Africa + Japan + Australia + New Zealand

~LESS DEVELOPED COUNTRIES     Foreign - Developed - Asian NICs - NIS (former

Sov Un) - E Eur

~WESTERN HEMISPHERE           N. Hem. Americas + S. America

~LATIN AMERICA                Mexico + C America + Caribbean + S America

~NORTHERN HEMISPHERE AMERICAS North America + Caribbean + Central America

~NORTH AMERICA

   CANADA

   MEXICO

   UNITED STATES

   GREENLAND (geographically N. America, despite politically Terr. of Denmark;

data separate from Denmark)

~CARIBBEAN

   BERMUDA

   BAHAMAS

   BARBADOS

   CUBA

   DOMINICA

   DOMINICAN REPUBLIC

   FRENCH WEST INDIES

   GRENADA  

   GUADELOUPE

   HAITI

   JAMAICA & DEPENDENCIES

   MARTINIQUE

   NETHERLAND ANTILLES

   PUERTO RICO

   ST. LUCIA

   ST. KITTS & NEVIS

   ST. VINCENT & GRENADINES

   TRINIDAD & TOBAGO

~CENTRAL AMERICA

   BELIZE

   COSTA RICA

   EL SALVADOR

   GUATEMALA

   HONDURAS

   NICARAGUA

   PANAMA

~SOUTH AMERICA TOTAL        Argentina + Brazil + Other South America

   ARGENTINA

   BRAZIL

   ~OTHER SOUTH AMERICA          S. America - Brazil- Argentina    

        BOLIVIA

        CHILE

        COLOMBIA

        ECUADOR

        FRENCH GUIANA

        GUYANA

        PARAGUAY

        PERU

        SURINAME

        URUGUAY

        VENEZUELA

~EUROPE*  EU + Oth W Eur + E Eur + Baltics + Oth. Eur. NIS + Russia* + former

USSR* (prior to 1986)

          (Excludes Caucasus Republics + Central Asian Republics of NIS from

1987)

!EU-15 (European Union)

   AUSTRIA

   BELGIUM & LUXEMBOURG

   DENMARK

   FINLAND

   FRANCE

   GERMANY, UNITED (begins 1991)

   Former FRG (ends 1990)

   Former GDR (ends 1990)

   GREECE

   IRELAND

   ITALY

   NETHERLANDS

   PORTUGAL

   SPAIN

   SWEDEN

   UNITED KINGDOM

~OTHER WESTERN EUROPE

   FAROE ISLANDS

   GIBRALTAR

   ICELAND

   MALTA & GOZO

   NORWAY

   SWITZERLAND

~EASTERN EUROPE

   ALBANIA

   BULGARIA

   Former CZECHOSLOVAKIA (ends 1991)

   CZECH REPUBLIC (begins 1992)

   SLOVAKIA (begins 1992)

   HUNGARY

   POLAND

   ROMANIA

   Former YUGOSLAVIA

   BOSNIA-HERCEGOVINA (new country; no data yet)

   CROATIA (new country; no data yet)

   MACEDONIA (new country; no data yet)

   SLOVENIA (new country; no data yet)

   YUGOSLAVIA (Serbia + Montenegro; new country; no data yet)

!NIS (Newly Independent States)  15 FSU Repbulics beginning 1987 + former

                                 USSR ending 1986

   RUSSIA

   ~BALTICS

        ESTONIA

        LATVIA

        LITHUANIA

   ~OTHER EUROPEAN NIS REPUBLICS

        BELARUS

        MOLDOVA

        UKRAINE

   ~CAUCASUS REPUBLICS (excluded from Europe)       

        ARMENIA

        AZERBAIJAN

        GEORGIA

   ~CENTRAL ASIAN REPUBLICS (excluded from Europe)  

        KAZAKSTAN

        KYRGYSTAN

        TAJIKISTAN

        TURKMENISTAN

        UZBEKISTAN

~AFRICA TOTAL               Rep. S. Africa +  SubSaharan Africa + N. Africa       

REPUBLIC OF SOUTH AFRICA

~SUBSAHARAN AFRICA               W. Af. + C. Af. + E. Af. + Southern Af.

(Excludes Rep S Africa)

~WEST AFRICA

   BENIN

   BURKINA

   CAMEROON

   CAPE VERDE ISLANDS

   CHAD

   COTE D'IVOIRE

   GAMBIA

   GHANA

   GUINEA

   GUINEA-BISSAU

   LIBERIA

   MALI

   MAURITANIA

   NIGER

   NIGERIA

   SENEGAL

   SIERRA LEONE

   TOGO

~CENTRAL AFRICA

   CENTRAL AFRICAN REPUBLIC

   CONGO (BRAZZAVILLE)

   EQUATORIAL GUINEA

   GABON

   SAO TOME & PRINCIPE

   ZAIRE

~EAST AFRICA

   BURUNDI

   DJIBOUTI & AFARS-ISSAS

   ETHIOPIA

   KENYA

   RWANDA

   SOMALIA

   SUDAN

   TANZANIA

   UGANDA

~SOUTHERN AFRICA

   ANGOLA

   BOTSWANA

   COMOROS ISLANDS

   LESOTHO

   MADAGASCAR

   MALAWI

   MAURITIUS

   MOZAMBIQUE

   REUNION

   SEYCHELLES    

   SWAZILAND

   ZAMBIA

   ZIMBABWE

~NORTH AFRICA

   ALGERIA

   LIBYA

   EGYPT

   MOROCCO

   TUNISIA

~MIDDLE EAST & NORTH AFRICA Mid East + N Africa

~MIDDLE EAST

   BAHRAIN

   CYPRUS

   GAZA STRIP (new country; no data yet)

   IRAN

   IRAQ

   ISRAEL

   JORDAN

   KUWAIT

   LEBANON

   OMAN

   QATAR

   SAUDI ARABIA

   SYRIA

   TURKEY

   UNITED ARAB EMIRATES

   WEST BANK (new country; no data yet)

   YEMEN, UNITED (begins 1991)

   Former YEMEN, SOUTH (ADEN) (ends 1990)

   Former YEMEN, NORTH (SANAA) (ends 1990)

~ASIA & NEAR EAST*          Asia +  Mid. E. + Caucasus Republics + Central Asian

Republics

~ASIA & OCEANIA        Asia + Oceania

~ASIA             Greater China + NE Asia + SE Asia + S Asia       

~GREATER CHINA

   CHINA

   HONG KONG

   MACAU

~NORTHEAST ASIA

   JAPAN

   KOREA, NORTH

   KOREA, SOUTH

   MONGOLIA

   TAIWAN

~SOUTHEAST ASIA

   BRUNEI

   BURMA/MYANMAR

   CAMBODIA/KAMPUCHEA/KHMER REPUBLIC

   INDONESIA

   LAOS

   MALAYSIA

   PHILIPPINES

   SINGAPORE

   THAILAND

   VIETNAM

~SOUTH ASIA

   AFGHANISTAN

   BANGLADESH

   BHUTAN

   INDIA

   MALDIVE ISLANDS

   NEPAL

   PAKISTAN

   SRI LANKA

~OCEANIA          Australia + New Zealand + Other Oceania

   AUSTRALIA

   NEW ZEALAND

~OTHER OCEANIA

   FIJI

   FRENCH POLYNESIA

   KIRIBATI & TUVALU/GILBERT & ELLICE ISLANDS

   NEW CALEDONIA

   PAPUA NEW GUINEA

   SOLOMON ISLANDS

   TONGA

   VANUATU/NEW HEBRIDES

   WESTERN SAMOA

~ASIAN NICs (Newly Industralized Countries)     Hong Kong + S Korea + Singapore +

Taiwan

~TRANSITIONING ECONOMIES    NIS (15 FSURepublics + former USSR) + E Eur

~REORIENTING ECONOMIES Transitioning Economies +  China + Mongolia + Cambodia

                       + Laos + Vietnam (Excludes N Korea & Cuba, so not

                       precisely =  former Centrally Planned)

~NAFTA  Canada + Mexico + United States

~MERCOSUR Argentina + Brazil + Paraguay + Uruguay

~OECD     Australia + New Zealand + Japan + NAFTA + Iceland + Norway +

          Switzerland + Turkey + EU

~PECC (Pacific Economic Cooperation Confernce) 

        NAFTA + Chile + Colombia + Peru + Brunei + China + Hong Kong + Indonesia +

        Japan + S Korea + Malaysia + Philippines + Singapore + Taiwan + Thailand +

        Vietnam + Russia + Australia + New Zealand + Papua New Guinea

~APEC (Asia-Pacific Economic Cooperation Forum)

        NAFTA + Chile + Brunei + China + Hong Kong + Japan + Indonesia + S Korea +

        Malaysia + Philippines + Singapore + Taiwan + Australia + New Zealand +

        Papua New Guinea+Thailand

~ASEAN (Association of Southeast Asian Nations)

        Brunei + Indonesia + Malaysia + Philippines + Singapore + Thailand +

Vietnam

~CER (Closer Economic Relations)      Australia + New Zealand

~CER/AFTA (CER & ASEAN Free Trade Area)    CER + ASEAN

 

----------------------------------------------------------------------------------------------------------------------

 

                                  USDA CONTACTS

 

If you have questions about the PS&D data, please contact:

                                                        

   Carol Whitton

   (202) 694-5287

   cwhitton@econ.ag.gov                          

   USDA, ERS, room 5023

   1800 M Street, N.W.

   Washington, DC 20036-5831

               U.S.A.                      

 

If you have questions about the TS software, please contact:

 

   Karl Gudmunds

   (202) 694-5029

   karlg@econ.ag.gov

   USDA, ERS, room 3004

   1800 M Street, N.W.

   Washington, DC 20036-5831

               U.S.A.                      

 

 

                *** End of file ***