perspectives jacobs handout materials booklet.pdf · to enter the customs territory of the united...

Panel IV

Fine Art Crossing International Borders: Problems and Perspectives

Moderator: Hon. Delissa Ridgway, U.S. Ct. of International Trade

Panelists: Jane Jacob, Jacob Fine ArtSandra Cobden, Christies

Sandra Cohen Levin, US Attorney’s Office, SDNYMichael Kessel, Herrick Feinstein LLP

What Every Member of the Trade Community Should Know About:

Works of Art, Collector’s Pieces,

Antiques, and Other Cultural

Property

AN INFORMED COMPLIANCE PUBLICATION REVISED MAY 2006

Works of Art, Collector’s Pieces, Antiques, and Other Cultural Property May 2006

NOTICE:

This publication is intended to provide guidance and information to the trade community. It reflects the position on or interpretation of the applicable laws or regulations by U.S. Customs and Border Protection (CBP) as of the date of publication, which is shown on the front cover. It does not in any way replace or supersede those laws or regulations. Only the latest official version of the laws or regulations is authoritative.

Publication History

First Issued February 2001 Revised May 2006

PRINTING NOTE: This publication was designed for electronic distribution via the CBP website (http://www.cbp.gov) and is being distributed in a variety of formats. It was originally set up in Microsoft Word97®. Pagination and margins in downloaded versions may vary depending upon which word processor or printer you use. If you wish to maintain the original settings, you may wish to download the .pdf version, which can then be printed using the freely available Adobe Acrobat Reader®.

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PREFACE On December 8, 1993, Title VI of the North American Free Trade Agreement Implementation Act (Pub. L. 103-182, 107 Stat. 2057), also known as the Customs Modernization or “Mod” Act, became effective. These provisions amended many sections of the Tariff Act of 1930 and related laws. Two new concepts that emerge from the Mod Act are “informed compliance” and “shared responsibility,” which are premised on the idea that in order to maximize voluntary compliance with laws and regulations of U.S. Customs and Border Protection, the trade community needs to be clearly and completely informed of its legal obligations. Accordingly, the Mod Act imposes a greater obligation on CBP to provide the public with improved information concerning the trade community's rights and responsibilities under customs regulations and related laws. In addition, both the trade and U.S. Customs and Border Protection share responsibility for carrying out these requirements. For example, under Section 484 of the Tariff Act, as amended (19 U.S.C. 1484), the importer of record is responsible for using reasonable care to enter, classify and determine the value of imported merchandise and to provide any other information necessary to enable U.S. Customs and Border Protection to properly assess duties, collect accurate statistics, and determine whether other applicable legal requirements, if any, have been met. CBP is then responsible for fixing the final classification and value of the merchandise. An importer of record’s failure to exercise reasonable care could delay release of the merchandise and, in some cases, could result in the imposition of penalties. The Office of Regulations and Rulings (ORR) has been given a major role in meeting the informed compliance responsibilities of U.S. Customs and Border Protection. In order to provide information to the public, CBP has issued a series of informed compliance publications on new or revised requirements, regulations or procedures, and a variety of classification and valuation issues. This publication, prepared by the National Commodity Specialist Division, ORR, is an aid to prospective importers as to the admissibility of and duty status of various artworks. Works of Art, Collector’s Pieces, Antiques, and Other Cultural Property will aid in the importation of these rigorously defined articles. We sincerely hope that this material, together with seminars and increased access to rulings of U.S. Customs and Border Protection, will help the trade community to improve voluntary compliance with customs laws and to understand the relevant administrative processes.

The material in this publication is provided for general information purposes only. Because many complicated factors can be involved in customs issues, an importer may wish to obtain a ruling under Regulations of U.S. Customs and Border Protection, 19 C.F.R. Part 177, or to obtain advice from an expert who specializes in customs matters, for example, a licensed customs broker, attorney or consultant. Comments and suggestions are welcomed and should be addressed to the Assistant Commissioner at the Office of Regulations and Rulings, U.S. Customs and Border Protection, 1300 Pennsylvania Avenue, NW, (Mint Annex), Washington, D.C. 20229.

Sandra L. Bell , Acting Assistant Commissioner Office of Regulations and Rulings

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INTRODUCTION..........................................................................................7

PAINTINGS, DRAWINGS, PASTELS, COLLAGES AND SIMILAR DECORATIVE PLAQUES ...........................................................................7

ORIGINAL ENGRAVINGS, PRINTS AND LITHOGRAPHS .......................8

ORIGINAL SCULPTURES AND STATUARY, IN ANY MATERIAL ...........9

........................................................................................................... 10 EXCLUSIONS:............................................ 12 Importer Responsibilities under Headings 9702 or 9703

PHILATELIC AND NUMISMATIC MATERIAL AND COLLECTIONS ......12

.................................................................................................................. 13 Collections

ANTIQUES.................................................................................................14

SPECIAL RULES FOR PROTECTED CULTURAL PROPERTY .............14

......................................................................... 14 The Pre-Columbian Monumental Act................................................ 15 The UNESCO Convention and U. S. Implementation

........................................................................... 19 Other Stolen or Smuggled Property............................................................ 20 Other Antiques and Works of Art Restrictions

CHAPTER 97 HARMONIZED TARIFF SCHEDULE OF THE UNITED STATES (2006)..........................................................................................23

................................... 23 WORKS OF ART, COLLECTORS' PIECES AND ANTIQUES.................................................................................................................................... 23 Notes

ADDITIONAL INFORMATION...................................................................26

................................................................................................................ 26 The Internet................................................................................................. 26 Customs Regulations

........................................................................................................ 26 Customs Bulletin................................................................................. 27 Importing Into the United States

............................................................................. 27 Informed Compliance Publications...................................................................................................... 28 Value Publications

................................................................................. 29 “Your Comments are Important”

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INTRODUCTION This Informed Compliance Publication discusses the requirements that apply to importations of works of art and other cultural property. In addition to the normal rules that apply to all importations, there are special rules that apply to certain types of cultural property because of international agreements, treaties, or requirements set forth in Customs and Border Protection (CBP) law and in the Harmonized Tariff Schedule of the United States (HTSUS). Classification of merchandise under the HTSUS is in accordance with the General Rules of Interpretation (GRI’s). GRI 1 provides that classification shall be determined according to the terms of the headings and any relative section or chapter notes. Most works of art, collector’s pieces, antiques, and cultural property will be classified under the provisions of Chapter 97 of the HTSUS. However, Chapter 97 does not include:

♦ Unused postage or revenue stamps, postal stationery (stamped paper) or the like, of current or new issue in the country to which they are destined (chapter 49);

♦ Theatrical scenery, studio backdrops or the like, of painted canvas

(heading 5907) except if they may be classified in heading 9706; or

♦ Pearls, natural or cultured, or precious or semiprecious stones (headings 7101 to 7103).

PAINTINGS, DRAWINGS, PASTELS, COLLAGES AND SIMILAR DECORATIVE PLAQUES Although original works of art such as paintings, drawings, pastels, collages and similar decorative plaques must be declared to CBP, most of these articles are entitled to enter the Customs territory of the United States duty-free under the provisions of heading 9701.

In order to qualify under this heading, a painting, drawing, or pastel (whether ancient or modern) must be executed entirely by hand. However, hand drawn plans and drawings for architectural, engineering, industrial, commercial, topographical or similar provisions do not fall under this heading, but rather under heading 4906. Articles imported under heading 4906 are duty free if from a column 1 country, but are subject to a 25% ad valorem duty if imported from a column 2 country.1 Heading 9701 does not 1

1 At the time of issuance of this publication, only products of the following countries were subject to column 2 duty rates: Cuba, Laos and North Korea. However, this list is subject to change. In addition, temporary trade sanctions or restrictions may be in effect for products of other countries from time to time.

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apply to hand-painted or hand-decorated manufactured articles such as wall coverings consisting of hand-painted woven fabrics, holiday souvenirs, boxes and caskets, ceramic wares (plates, dishes, vases, etc.). These articles are usually classifiable under their own appropriate headings and are subject to duty at the rate of the manufactured article.

The heading 9701 provisions apply to the works of art whether they are framed or unframed. Frames around paintings, drawings, pastels, collages or similar decorative plaques, are classified with those articles, provided they are of a kind and of a value normal to those articles. Frames which are not of a kind or of a value normal to the articles are classified separately and may be subject to different rates of duty. The heading 9701 provisions do not apply to theatrical scenery or studio backdrops of painted canvas. These items are classified under heading 5907, unless they qualify as antiques over 100 years old, in which case they are classified under heading 9706. Collages and similar decorative plaques, consisting of bits and pieces of various materials, assembled so as to form a picture, design or motif and glued or otherwise mounted on a backing of wood, paper, textile or other material, are classified under subheading 9701.90.00. The backing may be plain, hand painted or imprinted. Collages range in quality from inexpensive mass-produced souvenirs to articles requiring a high degree of craftsmanship. Since there is no artist or originality requirement, the key to this provision is that the article must consist of bits and pieces (a single piece of material is excluded) forming a picture, design or motif and be mounted. See HQ 958591, dated April 5, 1996 (seashell plaque); HQ 957621, dated July 12, 1995 (nautical wall display plaque); HQ 958360, dated October 13, 1995 (skiing memorabilia shadow box). ORIGINAL ENGRAVINGS, PRINTS AND LITHOGRAPHS Original engravings, prints and lithographs (whether ancient or modern) are classified under subheading 9702.00.00. The expression “original engravings, prints and lithographs” means impressions produced directly, in black and white or in color, of one or of several plates wholly executed by hand by the artist, irrespective of the process or of the material employed by him, but excluding any mechanical or photomechanical process. Original impressions remain in this heading even if they have been retouched. The key for this provision is that the plates (or stones) must be executed entirely by hand by the artist. From the plates (or stones) numerous prints can be produced which would all be included under subheading 9702.00.0000. The prints are usually signed and numbered, although this is not a requirement. Thus, an original print might be marked “Dali, 1/75.” This would be the first of 75 prints created from the original plates (or stones). All 75 would be classified under subheading 9702.00.0000.

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It is often difficult to distinguish the original article from a copy, fake or reproduction, but the relatively small number of impressions and the quality of the paper may be useful guides in determining originals. On the other hand, evidence of the use of half-tone screens (in photogravure and heliogravure) and, very often, the absence of the mark left on the paper by the plate, may indicate a copy or reproduction.

This classification applies whether the engravings, prints or lithographs are framed or unframed. As in heading 9701, frames around original engravings, prints and lithographs, are classified with those articles, provided they are of a kind and of a value normal to those articles. Frames that are not of a kind or of a value normal to the articles are classified separately and may be subject to different rates of duty. ORIGINAL SCULPTURES AND STATUARY, IN ANY MATERIAL

Heading 9703 covers ancient or modern original sculptures and statuary in any material. In the following section we discuss which items are included, what the term “original” means, whether there are limits on how many copies can be made, and whether the sculptures must be created by an artist.

Sculptures may be in any material (stone, reconstituted stone, terra-cotta, wood, ivory, metal, wax, etc.), in the round, in relief or in intaglio (statues, busts, figurines, groups, representations of animals, etc., including reliefs for architectural purposes).

These works may be reproduced by various processes including the following: ♦ The artist carving the work directly from hard materials, or ♦ The artist modeling soft materials into figures, which are then cast in

bronze or plaster, or are fired or otherwise hardened or reproduced by the artist in marble or other hard materials.

In the latter process, the artist usually proceeds on the following lines:

He begins by roughing out his idea as a model, also known as a maquette,

(usually on a reduced scale) in clay or other plastic material; with this as a basis, he then models a “clay form.” This “clay form” is seldom sold, but is usually destroyed after it has served for molding a very limited number of copies decided in advance by the artist, or it is placed in a museum for study purposes. These reproductions include, firstly, the “plaster model” produced directly from the “clay form.” This “plaster model” is used either as a model for the execution of the work in stone or wood, or for preparing molds for casting in metal or wax.

These two methods, casting (bronze) or carving (marble), are only two of several processes that can be used. Previously it was implied in the Explanatory Notes that these were the only two processes used. Although these are the most used, they are only two of many.

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The same sculpture may be reproduced as two or three “copies” in marble, wood, wax, bronze, etc., and a few in terra cotta or in plaster. Not only the preliminary model, but also the “clay form,” the “plaster model” and these “copies” constitute original works of the artist; the copies are in fact never quite identical as the artist has intervened at each stage with additional modeling, corrections to casts, and for the patina imparted to each article. Only rarely does the total number of replicas exceed twelve.

The heading therefore covers not only the original models made by the sculptor but also copies and reproductions of those models made by the second process described above, whether these are made by the sculptor himself or by another artist.

Additional U.S. Note 1 to Chapter 97 states that: Heading 9703 covers not only original sculpture made by the sculptor, but also the first 12 castings, replicas or reproductions made from a sculptor’s original work or model, by the sculptor himself or by another artist, with or without a change in scale and whether or not the sculptor is alive at the time the castings, replicas or reproductions are completed.

The term “original” has been judicially defined as original in design, conception

and execution, as distinguished from the works of skilled craftsmen that are representative of the decorative or industrial arts.

The standard used in determining whether a creator of a work is a professional sculptor rather than a skilled craftsman is that he be a graduate of a course in sculpture at a recognized school of art (free fine art, not industrial art) or that he be recognized in art circles as a professional sculptor by the acceptance of his work in public exhibitions limited to the free fine arts. Thus, one who has not received the formal education may nevertheless be recognized as a professional sculptor by the merit of his publicly exhibited works.

The limit of sculptures that we allow under heading 9703 in an edition is 12. The reason 12 is used (previously 10) is that fine art is normally very limited. If an artist such as Edgar Degas creates 15 of a particular sculpture only the first 12 or cast numbers 1 through 12 will be allowed in duty free. When an artist such as Salvadore Dali produces more than 50 in an edition, it is no longer fine art and none will be allowed duty free. EXCLUSIONS:

Note 3 to Chapter 97, HTSUS, states that: Heading 9703 does not apply to mass-produced reproductions or works of conventional craftsmanship of a commercial

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character, even if these articles are designed or created by artists.

The Explanatory Notes to heading 9703 explain that several items are excluded

from this heading, even if they are designed or created by artists:

♦ Ornamental sculptures of a commercial character ♦ Articles of personal adornment and other works of conventional

craftsmanship of a commercial character (ornaments, religious effigies, etc.)

♦ Mass produced reproductions in plaster, staff, cement, paper maché, etc.

Thus, if a professional artist produces a piece of jewelry (wearable) that is

unique, it is not allowed under heading 9703, HTSUS, as it is a functional object. The same holds true for furniture such as the tables and chairs created by Diego Giacometti, a recognized professional artist. They are functional and useable as furniture and not within the guidelines of heading 9703, HTSUS. They can also be considered ornamental sculptures of a commercial character. Please see HQ 963158, dated January 14, 2000, which specifically discusses functional sculptures created by Diego Giacometti.

The following Headquarters rulings also concern functional objects: HQ 955753, dated May 20, 1994 concerned woven straw baskets. After discussing

the requirements of original sculptures, heading 9703, HTSUS, was excluded as the baskets were considered works of conventional craftsmanship of a commercial character.

HQ 956267, dated September 19, 1994 concerned “artistic wood turnings” such as

wall hangings, boxes and perfume containers. Since no proof was provided establishing the items as original and created by a professional sculptor, and since they were works of conventional craftsmanship of a commercial nature, heading 9703, HTSUS, was not applicable.

HQ 956544, dated October 19, 1994, concerned boxes covered with hand made art

paper. Since the boxes were works of the decorative arts rather than the free fine arts and were functional (articles of utility), heading 9703, HTSUS was denied.

HQ 089094, dated August 2, 1991, concerned a steamed-bent cedar box,

hand-painted drum, and a Whaler's hat constructed of woven grass, bark and root. Since the three articles were all functional and considered works of the decorative arts rather than free fine arts (works of conventional craftsmanship of a commercial character), heading 9703, HTSUS was not applicable.

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Importer Responsibilities under Headings 9702 or 9703

An importer of merchandise under headings 9702 or 9703, HTSUS, should take care to include the following information as required in 19 CFR §10.48 which provides as follows: §10.48 Engravings, sculptures, etc. (a) Invoices covering works of art claimed to be free of duty under subheadings 9702.00.00 and 9703.00.00, HTSUS, shall show whether they are originals, replicas, reproductions, or copies, and also the name of the artist who produced them, unless upon examination the CBP officer is satisfied that such statement is not necessary to a proper determination of the facts. (b) The following evidence shall be filed in connection with the entry: A declaration in the following form by the artist who produced the article, or by the seller, shipper or importer, showing whether it is original, or in the case of the sculpture, the original work or model, or one of the first twelve castings, replicas, or reproductions made from the original work or model; and in the case of etchings, engravings, woodcuts, lithographs, or prints made by other hand-transfer processes, that they were printed by hand from hand-etched, hand-drawn, or hand engraved plates, stones, or blocks:

I, ____ do hereby declare that I am the producer, seller, shipper or importer of certain works of art, namely covered by the annexed invoice dated; that any sculptures or statuary included in that invoice are the original works or models or one of the first twelve castings, replicas, or reproductions made form the sculptor's original work or model; and that any etchings, engravings, woodcuts, lithographs, or prints made by other hand-transfer processes included in that invoice were printed by hand from hand-etched, hand-drawn, or hand-engraved plates, stones, or blocks.

In certain instances, the port director may waive the declaration requirement set

forth in paragraph (b) of this section. An importer should check with the import specialist at the port of entry for specific entry requirements. PHILATELIC AND NUMISMATIC MATERIAL AND COLLECTIONS Philatelic items such as postage or revenue stamps, stamp-postmarks, first-day covers, postal stationery (stamped paper) and the like are classified under heading 9704 if they are used or if they are unused and are not of current or new issue in the

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country to which they are destined. Albums containing collections of such articles are treated as forming part of the collections, provided they are of a value normal to the collection.

However, unused postage, revenue or similar stamps of current or new issue in the country to which they are destined are classified under subheading 4907.00.00, and are duty free only if imported from a column 1 country. Maximum cards and first-day covers not bearing postage stamps are classified under heading 4817 or Chapter 49, respectively. Trading stamps or savings stamps given by merchants to customers and redeemable for gifts or rebates on purchases are classified under heading 4911. Numismatic (coin and money) collections and collector’s pieces are classified under heading 9705 with other types of collections (see below). For statistical purposes, gold coins are classified under the provisions of subheading 9705.00.00.30, while other coins are classified under subheading 9705.00.00.60. Coins that are so battered or bent that they are clearly fit only for re-melting are generally classified in the headings for scrap and waste metal. Coins that are legal tender in the country of issue fall in heading 7118. If they are in current circulation and are being imported for monetary purposes, they are admitted without formal entry but may be subject to currency and monetary instrument reporting requirements if an amount exceeding $10,000 on any one occasion is brought into the U.S. Coins or medals mounted as jewelry are classified in Chapter 71 or heading 9706. Goods produced as a commercial undertaking to commemorate, celebrate, illustrate or depict an event or any other matter, whether or not production is limited in quantity or circulation, do not fall under heading 9705 as collections or collectors’ pieces of historical or numismatic interest unless the goods themselves have subsequently attained that interest by reason of their age or rarity. Collections In addition to collections and collector’s pieces of numismatic interest, collections and collectors' pieces of zoological, botanical, mineralogical, anatomical, historical, archeological, palaeontological, or ethnographic interest are also classified under heading 9705, specifically subheading 9705.00.00.90. This subheading includes, for example:

♦ Articles being the material remains of human activity suitable for the study of the activities of earlier generations, such as: mummies, sarcophagi, weapons, objects of worship, articles of apparel, articles which have belonged to famous persons.

♦ Articles having a bearing on the study of the activities, manners, customs and characteristics of contemporary primitive peoples, for example, tools, weapons or objects of worship,

♦ Geological specimens for the study of fossils (extinct organisms which have left their remains or imprints in geological strata), whether animal or vegetable.

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ANTIQUES Antiques are classified under heading 9706. In order to qualify as an antique for CBP purposes, the article must be over 100 years of age at the time of importation. Whenever an article is entered for sale under heading 9706, and later determined to be not over 100 years of age, a duty of 6.6 percent ad valorem for articles subject to column 1-general treatment, free of duty for goods originating in the territory of Canada or a duty of 25 percent ad valorem for articles subject to column 2 treatment will be assessed in addition to any other duty or penalty imposed on that article under the tariff schedule. Normally, theatrical scenery, studio backdrops or the like, of painted canvas must be classified under heading 5907, not chapter 97. However, if such items are over 100 years old, they are classifiable under this provision. Articles, such as original paintings (9701), engravings (9702) or sculptures (9703), and stamps or collections (9704 and 9705) which are classifiable under the other provisions of chapter 97, and articles such as pearls (7101) and precious or semi-precious stones (7103) are not classifiable under heading 9706, even if over 100 years old. Provided they retain their original character, the heading includes antique articles that have been repaired or restored. For example, the heading includes antique furniture incorporating parts of modern manufacture. However, if the essential character is changed, or more than 50% of the item has been repaired or restored, the item is no longer considered an antique and is subject to duty. SPECIAL RULES FOR PROTECTED CULTURAL PROPERTY A violation of a foreign export control law is not in and of itself grounds for CBP action. To qualify for protection as cultural property, an imported item must generally fall under one of the Acts listed below. Of course, if a violation of US law occurs, the articles may be subject to seizure and forfeiture under U.S. law regardless of foreign law. The Pre-Columbian Monumental Act

The Pre-Columbian Monumental, Architectural Sculpture or Murals Act of 1972 (“Pre-Columbian Monumental Act”), 19 USC §§2091-2095 and the implementing regulations at 19 CFR §§12.105-12.109 govern the importation of stone carvings and wall art that:

♦ are the product of a pre-Columbian Indian culture of one of the following countries: Belize, Bolivia, Columbia, Costa Rica, Dominican Republic, Ecuador, El Salvador, Guatemala, Honduras, Mexico, Panama, Peru, or Venezuela, AND

♦ are pre-Columbian monumental or architectural sculptures or murals including:

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stone monuments such as altars and altar bases, archways, ball court

markers, basins, calendars, and calendrical markers, columns, monoliths, obelisks, statues, stelae, sarcophagi, thrones, zoomorphs;

architectural structures such as aqueducts, ball courts, buildings, bridges, causeways, courts, doorways (including lintels and jambs), forts, observatories, plazas, platforms, facades, reservoirs, retaining walls, roadways, shrines, temples, tombs, walls, walkways, wells;

architectural masks, decorated capstones, decorative beams of wood, frescoes, friezes, glyphs, graffiti, mosaics, moldings, or any other carving or decoration which had been part of or affixed to any monument or architectural structure, including cave paintings or designs; or

any fragment or part of any stone carving or wall art listed in the preceding subparagraphs.

If entry into the CBP territory of the United States is sought for any articles listed above, the importer will be required to file one of the following with the port director of CBP at the time of making entry:

♦ A certificate, issued by the Government of the country of origin of such sculpture or mural, in a form acceptable to the Secretary of the Treasury, certifying that such exportation was not in violation of the laws of that country; or

♦ Satisfactory evidence that such sculpture or mural was exported from the country of origin on or before June 1, 1973; or

♦ Satisfactory evidence that such sculpture or mural is not an article subject to the Pre-Columbian Monumental Act and regulations.

If the required certificate or evidence is not presented to CBP, the articles may be

detained for 90 days (or longer, if authorized by CBP) to allow the importer to obtain the required documentation. If the certificate or evidence is not presented in the required time period, the articles may be seized and forfeited. For purposes of this law, the term “country of origin,” as applied to any pre-Columbian monumental or architectural sculpture or mural, means the country where the sculpture or mural was first discovered. The UNESCO Convention and U. S. Implementation The 1970 UNESCO Convention on the Means of Prohibiting and Preventing the Illicit Import, Export, and Transfer of Ownership of Cultural Property (“UNESCO Convention”), has been implemented in the United States by enactment of the Convention on Cultural Property Implementation Act (“Cultural Property Act”), 19 USC §§ 2601-2613, and the adoption of regulations at 19 CFR §§ 12.104-12.104i. Under the Cultural Property Act, the United States may enter into a bilateral agreement with another nation that has ratified, accepted, or acceded to the 1970 UNESCO Convention

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(a “State Party”) or multilateral agreements with other nations to restrict the importation of archeological or ethnological materials that are in jeopardy of pillage.

Under the Cultural Property Act and regulations, no archaeological or ethnological material designated pursuant to 19 USC §2604 and listed in 19 CFR §12.104g, that is exported (whether or not such exportation is to the U.S.) from the State Party after the designation of such material under 19 USC §2604 may be imported into the U.S. unless the State Party issues a certificate or other documentation which certifies that such exportation was not in violation of the laws of the State Party. The designations may be pursuant to a bilateral or multi-lateral agreement or because of emergency action.

As of the date of publication, the U.S. had entered into agreements with State Parties imposing import restrictions on the designated cultural property listed in 19 CFR §12.104g and reproduced below:

State Party Designated Cultural Property TD Number Bolivia Archaeological and ethnological

material TD 01-86 Effective 12/07/01

Cambodia Khmer stone archaeological material from Cambodia

TD 99-88 extended by CBP 03-28 Effective 12/02/99

Colombia Archaeological Materials and Artifacts

(1500 B.C. – A.D. 1530) and Ecclesiastical Ethnological Materials (A.D. 1530 – 1830)

CBP Dec. 06-09, Effective 3/17/2006

Cyprus Archaeological material of pre-Classical and Classic periods ranging approximately from the 8th millennium B.C. to 330 A.D.

TD 02-37 Effective 07/19/02

El Salvador Archaeological material representing Prehispanic cultures of El Salvador

TD 95-20 extended by CBP 05-10 Effective 03/08/95

Guatemala Archaeological material from sites in the Peten lowlands of Guatemala, and related pre-Columbian material from the highlands and the southern coast of Guatemala

TD 91-34 Extended by TD 02-56 Effective 04/15/91

Italy Archaeological material of pre-Classical, Classical, and Imperial Roman periods ranging approximately from the 9

TD 01-06 Effective 01/23/01 Extended by

th century BC to the 4th CBP 06-01

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century AD

Mali Archaeological material from the Niger River Valley Region, Mali, and the Bandiagara Escarpment (Cliff) forming part of the remains of the sub-Sahara culture


Nicaragua Archaeological material of pre-Columbian cultures ranging approximately from 8000 BC to 1500 AD

TD 00-75 Effective 10/26/00 Extended by CBP-05-33

Peru Archaeological artifacts and ethnological material from Peru


Honduras Archaeological artifacts ranging approximately from 1200 BC to 1500 AD

CBP 04-08 Effective 03/16/04

In addition, the following emergency actions imposing import restrictions had been imposed on the described cultural property of State Parties listed in 19 CFR §12.104g and reproduced below:

State Party Cultural Property TD No. Cyprus Byzantine ecclesiastical and ritual

ethnological materials from Cyprus TD 99-35 extended by CBP 03-25 Effective 04/12/99

In addition, no article of cultural property which was documented as being part of the inventory of a museum or religious or secular public monument or similar institution in any State Party which was stolen from such museum, monument, or institution after April 12, 1983, or after the date of entry into force of the UNESCO Convention for the State Party, whichever date is later, may be imported into the U.S.

The term, archaeological or ethnological material means-- ♦ Any object of archaeological interest. However, no object may be considered

to be an object of archaeological interest unless such object-- Is of cultural significance; Is at least 250 years old; and

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Was normally discovered as a result of scientific excavation, clandestine or accidental digging, or exploration on land or under water; or in addition to the previous paragraphs;

Meets such standards as are generally acceptable as archaeological such as, but not limited to, artifacts, buildings, parts of buildings, or decorative elements, without regard to whether the particular objects are discovered by exploration or excavation;

♦ Any object of ethnological interest. However, no object may be considered to be an object of ethnological interest unless the object-- Is the product of a tribal or nonindustrial society, and Is important to the cultural heritage of a people because of its

distinctive characteristics, comparative rarity, or its contribution to the knowledge of the origins, development or history of that people;

♦ Any fragment or part of any object referred to in paragraphs (1) or (2) above that was first discovered within, and is subject to export control by the State Party.

The term cultural property includes the following categories, whether or not any

such article is specifically designated by any State Party: Rare collections and specimens of fauna, flora, minerals and anatomy, and

objects of palaeontological interest; Property relating to history, including the history of science and technology

and military and social history, to the life of national leaders, thinkers, scientists and artists and to events of national importance;

Products of archaeological excavations (including regular and clandestine) or of archaeological discoveries;

Elements of artistic or historical monuments or archaeological sites which have been dismembered;

Antiquities more than 100 years old, such as inscriptions, coins and engraved seals;

Objects of ethnological interest; Property of artistic interest, such as:

• Pictures, paintings and drawings produced entirely by hand on any support and in any material (excluding industrial designs and manufactured articles decorated by hand);

• Original works of statuary art and sculpture in any material; • Original engravings, prints and lithographs; • Original artistic assemblages and montages in any material;

Rare manuscripts and incunabula, old books, documents and publications of special interest (historical, artistic, scientific, literary, etc.) singly or in collections;

Postage, revenue and similar stamps, singly or in collections; Archives, including sound, photographic and cinematographic archives; Articles of furniture more than 100 years old and old musical instruments.

Under the Cultural Property Act, the term museum means a public or private

nonprofit agency or institution organized on a permanent basis for essentially

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educational or esthetic purposes, which, utilizing a professional staff, owns or utilizes tangible objects, cares for them, and exhibits them to the public on a regular basis.

The Cultural Property Act applies to the CBP Territory of the United States (the fifty states, District of Columbia and Puerto Rico), the U.S. Virgin Islands and any other territory or area the foreign relations for which the U.S. is responsible. In order to import material that has been designated, one of the following must be presented at the time of entry: ♦ a certificate or other documentation issued by the government of the country

of origin certifying that the exportation was not in violation of the laws of that country, or

♦ satisfactory evidence that the designated material was exported from the State Party not less that 10 years before the date of entry and neither the person for whose account the material was imported (or any related party) contracted for, or acquired an interest in the material more than one year before the date of entry, or

♦ satisfactory evidence that the designated material was exported from the State Party on or before the date that the material was designated under 19 USC §2604. Detailed requirements may be found in the regulations, 19 CFR §12.104c.

If, at the time of entry, an importer cannot produce the documentary evidence to comply with the Cultural Property Act, the articles may be detained for 90 days (or longer, if authorized by CBP) to allow the importer to obtain the required documentation. If the certificate is not presented in the required time period, the articles may be seized and forfeited.

Articles of cultural property imported from any foreign country for temporary exhibition or display in not-for-profit cultural institutions within the United States may be protected by statute from civil and criminal seizure if certain requirements are satisfied prior to importation. [See: An Act to render immune from seizure under judicial process certain objects of cultural significance imported into the United States for temporary display or exhibition, and for other purposes (“Immunity from Seizure Act”), 22 USC § 2459 and 19 CFR § 12.104h(a)]. Other Stolen or Smuggled Property

Cultural property and other articles, which were stolen, smuggled into the United States, or not declared to CBP are subject to seizure and forfeiture under the CBP and related laws (18 USC §545, 19 USC §§1497, 1595a) and the persons involved in such violations may be subject to civil and criminal penalties (18 USC §§545, 2314, 19 USC §§1497, 1595a).

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Other Antiques and Works of Art Restrictions I. CUBA The Cuban Assets Control Regulations, 31 CFR Part 515, were issued by the U.S. Government on July 8, 1963, under the Trading with the Enemy Act, in response to certain hostile actions by the Cuban Government. They are still in force today and affect all U.S. citizens and permanent residents wherever they are located, all people and organizations physically in the U.S. and all branches and subsidiaries of U.S. organizations throughout the world. The Regulations are administered by the U.S. Treasury Department’s Office of Foreign Assets Control. The basic goal of the sanction is to isolate the Cuban Government economically and deprive it of U.S. dollars. Goods or services of Cuban origin may not be imported into the U.S. either directly or through third countries, such as Canada or Mexico. The only exceptions are:

• $100 worth of Cuban merchandise which may be brought into the U.S. as accompanied baggage by authorized travelers arriving from Cuba

• Publications, artwork and other informational material

• Merchandise other than tobacco or alcohol and not in commercial quantities

carried as accompanied baggage by foreign persons legally entering the U.S.

• Merchandise for which a specific license has been received The term information and informational material includes publications, films, posters, phonograph records, microfilms, microfiche, tapes, compact disks, CD ROMs, artworks and news wire feeds. To be considered information or informational materials, artworks must be classified under Chapter subheading 9701, 9702 or 9703 of the HTSUS. II. IRAQ On August 2, 1990, upon Iraq’s invasion of Kuwait, President George H.W. Bush issued Executive Order No. 12722 declaring a national emergency with respect to Iraq. The International Emergency Economic Powers Act (50 USC § 1701), the National Emergencies Act (50 USC § 1601), and Section 301 of Title 3 of the U.S. Code, imposed economic sanctions, including a complete trade embargo, against Iraq. In keeping with United Nations Security Council Resolution 661 of August 6, 1990 and the United Nations Participation Act (22 USC § 287c), the President also issued Executive Order 12724 on August 9, 1990, which imposed additional restrictions. The Treasury Department’s Office of Foreign Assets Control (OFAC), following the United Nations Security Council’s adoption of Resolution 1483 which substantially

20


lifted the multilateral sanctions with respect to Iraq, issued a General License, with an effective date of May 23, 2003, which was published in the Treasury Regulations as Section 575.533 (31 CFR 575.533). Transactions arising after May 23, 2003 are permitted with most state bodies, corporations or agencies of the former Iraqi regime. However, property that was blocked as of May 23, 2004 remains blocked. Paragraph (b)(4) of the General License provides that the general license does not authorize transactions with respect to Iraqi cultural property or other items of archaeological, historical, cultural, rare scientific and religious importance illegally removed from the Iraqi National Museum, the National Library and other locations in Iraq, since August 6, 1990. Any trade in or transfer of such items, including items with respect to which reasonable suspicion exists that they have been illegally removed, remains prohibited by subpart B of the Customs Regulations. The note to paragraph (b)(4) refers inquiries concerning particular Iraqi cultural property to the Cultural Property Office of the Department of State. III. IRAN As a result of Iran’s support for international terrorism and its aggressive actions against non-belligerent shipping in the Persian Gulf, President Ronald Reagan, on October 29, 1987, used Executive Order 12613 to impose a new embargo in Iranian-origin goods and services. On March 17, 2000, the Secretary of State announced that sanctions against Iran would be eased to allow U.S. persons to purchase and import carpets and food products such as dried fruits, nuts and caviar from Iran. This change was implemented through amendments to the Iranian Transactions Regulations at the end of April 2000. Goods or services of Iranian origin may not be imported into the United States, either directly or through third countries, with the following exceptions:

• Gifts valued at $100 or less • Information and informational materials

• Foodstuffs intended for human consumption that are classified under

chapters 2-23 of the HTSUS

• Carpets and other textile floor coverings and carpets used as wall hangings that are classified under chapter 57 or heading 9706.00.0060 of the HTSUS

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IV. SUDAN On November 3, 1997, after finding that the policies and actions of the Government of Sudan, including continued support for international terrorism, ongoing efforts to destabilize neighboring governments, and the prevalence of human rights violations, including slavery and the denial of religious freedom, constituted an unusual and extraordinary threat to the national security and foreign policy of the United States, President William Clinton issued Executive Order No. 13067, declaring a national emergency to deal with the threat. The order imposed a trade embargo against Sudan and a total asset freeze against the Government of Sudan. The Sudanese Sanctions Regulations, 31 CFR Part 538 implement Executive Order No. 13067. Goods or services of Sudanese origin may not be imported into the United States either directly or through third countries without a license, with the following exceptions:

• Sudanese merchandise up to $100 in value in non-commercial quantities may be brought into the United States either for strictly personal use as accompanied baggage or sent as a gift to a person in the United States.

• Information and informational materials may be brought in without restriction.

• All other imports of Sudanese origin must be authorized by the Office of

Foreign Assets Control.

Importation into the United States from third countries of goods containing raw materials or components of Sudanese origin is not prohibited if those raw materials or components have been incorporated into manufactured products or otherwise substantially transformed in a third country.

V. BURMA

On May 20, 1997, in response to the Burmese Government’s large-scale repression of and violence against the Democratic opposition, President William Clinton issued Executive Order No. 13047 declaring a national emergency with respect to Burma. On July 29, 2003, with an effective date of August 28, 2003, President George W. Bush expanded Executive Order No. 13047 and issued the Burmese Freedom and Democracy Act of 2003 prohibiting the importation into the United States of any article that is a product of Burma.

The Office of Foreign Assets Control issued General License No.9, effective August 28, 2003. It allows the importation of information and informational materials of Burmese origin.

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VI. MEXICO

The Treaty of Cooperation between the United States and Mexico was signed March 24, 1971. It provides for the recovery of stolen archaeological, historical and cultural properties. This treaty is in force only if the property in question is stolen and is the property of federal, state or municipal governments or their instrumentalities, including portions or fragments of such objects, artifacts and archives. For the purposes of this Treaty, archaeological, historical and cultural properties are defined as:

• Art objects and artifacts of the pre-Columbian cultures of the United States of America and the United Mexican States of outstanding importance to the national patrimony, including stelae and architectural features such as relief and wall art

• Art objects and religious artifacts of the colonial periods of the United States

of America and the United Mexican States of outstanding importance to the national patrimony

• Documents from official archives for the period up to 1920 that are of

outstanding historical importance

CHAPTER 97 HARMONIZED TARIFF SCHEDULE OF THE UNITED STATES (2006) WORKS OF ART, COLLECTORS' PIECES AND ANTIQUES Notes 1. This chapter does not cover: (a) Unused postage or revenue stamps, postal stationery (stamped paper) or the like, of heading 4907; (b) Theatrical scenery, studio backdrops or the like, of painted canvas (heading 5907) except if they may be classified in heading 9706; or (c) Pearls, natural or cultured, or precious or semiprecious stones (headings 7101 to 7103). 2. For the purposes of heading 9702, the expression “original engravings, prints and lithographs” means impressions produced directly, in black and white or in color, of one or of several plates wholly executed by hand by the artist, irrespective of the process or of the material employed by him, but not including any mechanical or photomechanical process.

23


3. Heading 9703 does not apply to mass-produced reproductions or works of conventional craftsmanship of a commercial character, even if these articles are designed or created by artists. 4. (a) Subject to notes 1 through 3 above, articles of this chapter are to be classified in this chapter and not in any other chapter of the tariff schedule. (b) Heading 9706 does not apply to articles of the preceding headings of this chapter. 5. Frames around paintings, drawings, pastels, collages or similar decorative plaques, engravings, prints or lithographs are to be classified with those articles, provided they are of a kind and of a value normal to those articles. Frames which are not of a kind or of a value normal to the articles referred to in this note are to be classified separately. Additional U.S. Notes 1. Heading 9703 covers not only original sculpture made by the sculptor, but also the first 12 castings, replicas or reproductions made from a sculptor's original work or model, by the sculptor himself or by another artist, with or without a change in scale and whether or not the sculptor is alive at the time the castings, replicas or reproductions are completed. 2. Whenever an article is entered for sale under heading 9706, and thereafter determined to be not over 100 years of age, a duty of 6.6 percent ad valorem for articles subject to column 1-general treatment, free of duty for goods originating in the territory of Canada or a duty of 25 percent ad valorem for articles subject to column 2 treatment shall be assessed thereon in addition to any other duty or penalty imposed on such article under the tariff schedule. 9701 Paintings, drawings and pastels, executed entirely by hand,

other than drawings of heading 4906 and other than hand-painted or hand-decorated manufactured articles; collages and similar decorative plaques; all the foregoing framed or not framed:

9701.10.0000 Paintings, drawings and pastels 9701.90.0000 Other 9702.00.0000 Original engravings, prints and lithographs, framed or not framed 9703.00.0000 Original sculptures and statuary, in any material 9704.00.0000 Postage or revenue stamps, stamp-postmarks, first-day covers,

postal stationery (stamped paper) and the like, used or unused, other than those of heading 4907

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9705.00.00 Collections and collectors' pieces of zoological, botanical, mineralogical, anatomical, historical, archeological, paleontological, ethnographic or numismatic interest

Numismatic (collector's) coins: 30 Gold 60 Other 90 Other

9706.00.00 Antiques of an age exceeding one hundred years

20 Silverware 40 Furniture 60 Other

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ADDITIONAL INFORMATION The Internet The home page of U.S. Customs and Border Protection on the Internet’s World Wide Web provides the trade community with current, relevant information regarding CBP operations and items of special interest. The site posts information -- which includes proposed regulations, news releases, publications and notices, etc. -- that can be searched, read on-line, printed or downloaded to your personal computer. The web site was established as a trade-friendly mechanism to assist the importing and exporting community. The web site also links to the home pages of many other agencies whose importing or exporting regulations that U.S. Customs and Border Protection helps to enforce. The web site also contains a wealth of information of interest to a broader public than the trade community. For instance, on June 20, 2001, CBP launched the “Know Before You Go” publication and traveler awareness campaign designed to help educate international travelers. The web address of U.S. Customs and Border Protection is http://www.cbp.gov Customs Regulations The current edition of Customs Regulations of the United States is a loose-leaf, subscription publication available from the Superintendent of Documents, U.S. Government Printing Office, Washington, DC 20402; telephone (202) 512-1800. A bound, 2003 edition of Title 19, Code of Federal Regulations, which incorporates all changes to the Regulations as of April 1, 2003, is also available for sale from the same address. All proposed and final regulations are published in the Federal Register, which is published daily by the Office of the Federal Register, National Archives and Records Administration, and distributed by the Superintendent of Documents. Information about on-line access to the Federal Register may be obtained by calling (202) 512-1530 between 7 a.m. and 5 p.m. Eastern time. These notices are also published in the weekly Customs Bulletin described below. Customs Bulletin The Customs Bulletin and Decisions (“Customs Bulletin”) is a weekly publication that contains decisions, rulings, regulatory proposals, notices and other information of interest to the trade community. It also contains decisions issued by the U.S. Court of International Trade, as well as customs-related decisions of the U.S. Court of Appeals for the Federal Circuit. Each year, the Government Printing Office publishes bound volumes of the Customs Bulletin. Subscriptions may be purchased from the Superintendent of Documents at the address and phone number listed above.

26

http://www.customs.ustreas.gov./


Importing Into the United States This publication provides an overview of the importing process and contains general information about import requirements. The February 2002 edition of Importing Into the United States contains much new and revised material brought about pursuant to the Customs Modernization Act (“Mod Act”). The Mod Act has fundamentally altered the relationship between importers and U.S. Customs and Border Protection by shifting to the importer the legal responsibility for declaring the value, classification, and rate of duty applicable to entered merchandise. The February 2002 edition contains a section entitled "Informed Compliance." A key component of informed compliance is the shared responsibility between U.S. Customs and Border Protection and the import community, wherein CBP communicates its requirements to the importer, and the importer, in turn, uses reasonable care to assure that CBP is provided accurate and timely data pertaining to his or her importation. Single copies may be obtained from local offices of U.S. Customs and Border Protection, or from the Office of Public Affairs, U.S. Customs and Border Protection, 1300 Pennsylvania Avenue NW, Washington, DC 20229. An on-line version is available at the CBP web site. Importing Into the United States is also available for sale, in single copies or bulk orders, from the Superintendent of Documents by calling (202) 512-1800, or by mail from the Superintendent of Documents, Government Printing Office, P.O. Box 371954, Pittsburgh, PA 15250-7054. Informed Compliance Publications U.S. Customs and Border Protection has prepared a number of Informed Compliance publications in the “What Every Member of the Trade Community Should Know About:…” series. Check the Internet web site http://www.cbp.gov for current publications.

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Value Publications Customs Valuation under the Trade Agreements Act of 1979 is a 96-page book containing a detailed narrative description of the customs valuation system, the customs valuation title of the Trade Agreements Act (§402 of the Tariff Act of 1930, as amended by the Trade Agreements Act of 1979 (19 U.S.C. §1401a)), the Statement of Administrative Action which was sent to the U.S. Congress in conjunction with the TAA, regulations (19 C.F.R. §§152.000-152.108) implementing the valuation system (a few sections of the regulations have been amended subsequent to the publication of the book) and questions and answers concerning the valuation system. A copy may be obtained from U.S. Customs and Border Protection, Office of Regulations and Rulings, Value Branch, 1300 Pennsylvania Avenue, NW, (Mint Annex), Washington, D.C. 20229. Customs Valuation Encyclopedia (with updates) is comprised of relevant statutory provisions, CBP Regulations implementing the statute, portions of the Customs Valuation Code, judicial precedent, and administrative rulings involving application of valuation law. A copy may be purchased for a nominal charge from the Superintendent of Documents, Government Printing Office, P.O. Box 371954, Pittsburgh, PA 15250-7054. This publication is also available on the Internet web site of U.S. Customs and Border Protection.

The information provided in this publication is for general information purposes only. Recognizing that many complicated factors may be involved in customs issues, an importer may wish to obtain a ruling under CBP Regulations, 19 C.F.R. Part 177, or obtain advice from an expert (such as a licensed Customs Broker, attorney or consultant) who specializes in customs matters. Reliance solely on the general information in this pamphlet may not be considered reasonable care.

Additional information may also be obtained from U.S. Customs and Border Protection ports of entry. Please consult your telephone directory for an office near you. The listing will be found under U.S. Government, Department of Homeland Security.

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“Your Comments are Important” The Small Business and Regulatory Enforcement Ombudsman and 10 regional Fairness Boards were established to receive comments from small businesses about Federal agency enforcement activities and rate each agency’s responsiveness to small business. If you wish to comment on the enforcement actions of U.S. Customs and Border Protection, call 1-888-REG-FAIR (1-888-734-3247).

REPORT SMUGGLING 1-800-BE-ALERT OR 1-800-NO-DROGA

Visit our Internet web site: http://www.cbp.gov

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Diskussionsbeiträge des Fachbereichs Wirtschaftswissenschaft der Freien Universität Berlin

Volkswirtschaftliche Reihe

2008/6

Gotcha! A Profile of Smuggling in International Trade

Helge Berger ; Volker Nitsch

3-938369-77-9

Gotcha! A Profile of Smuggling in International Trade*

April 21, 2008

Helge Berger Freie Universität Berlin

International Monetary Fund CESifo

Volker Nitsch** ETH Zürich

Freie Universität Berlin CESifo

Abstract This paper explores official trade data to identify patterns of smuggling in international trade. Our main measure of interest is the difference in matched partner trade statistics, i.e., the extent to which the recorded export value in the source country deviates from the reported import value in the destination country. Analyzing 4-digit product level data for the world’s five largest importers for the period from 2002-2006, we find that the reporting gaps are highly correlated with the level of corruption in both partner countries. This finding supports the hypothesis that trade gaps partly represent smuggling activities.

JEL Code: D73; F14; F19; O17; O57 Keywords: corruption; illicit; illegal; trade; statistics; tariffs

* We thank Verena Arendt, Lena-Maria Dörfler and Svenja Hector for helpful research assistance. The views expressed in this paper are those of the authors and do not necessarily represent those of the IMF or IMF policy.

**Address (corresponding author): Volker Nitsch ETH Zurich KOF Swiss Economic Institute Weinbergstrasse 35 8092 Zurich Switzerland Tel.: +41-44-632-2553 Fax: +41-44-632-1218 E-mail: [email protected] Web: http://userpage.fu-berlin.de/~vnitsch

1

1. Introduction

In principle, international trade statistics should match so that a country’s exports to a

particular partner are identical to the partner’s recorded imports from that supplier. In

practice, however, these numbers differ, for various reasons. For instance, a major source of

discrepancy is the conceptual difference in valuation. Exporting countries report the value of

goods at the initial point of departure (fob), while import values refer to the value at the point

of final destination, thereby including the costs of freight and insurance (cif). As a result, the

cif/fob ratio has been frequently used in the literature as a measure of transportation costs.

Limão and Venables (2001) provide a recent application of this approach; see Hummels and

Lugovskyy (2006) for a detailed critique.

Apart from the different treatment of shipping costs, however, there are also other

methodological difficulties when exploring matched partner trade statistics. For instance, the

correct identification of the source or destination country might be a problem. When the

country of final destination is not known at the time of exportation, the exporter declares the

country of last shipment; the country of final destination, in contrast, classifies its imports by

country of origin. Another potential issue of importance is timing. Since there are often

notable time lags between the departure and arrival of a shipment (e.g., due to long-distance

sea cargo, a delay in customs declaration or temporary storage in a warehouse), trade could be

recorded in different calendar years. More importantly, statistical offices in the source and

destination country may value goods at different prices and/or exchange rates. Finally,

recorded trade on the commodity level may differ due to the omission of individual

transactions in one of the partner countries (e.g., because of varying trade thresholds across

countries), the exclusion of certain product groups in a country’s trade statistics (such as

military material or repair trade) or differences in commodity classification (e.g., a regrouping

of a transaction into chapter 99 for reasons of confidentiality). In view of all these difficulties,

the European Union, though aiming to reduce the declaration burden on businesses, still

refrains from using mirror (single-flow) trade statistics.1

Most recently, Fisman and Wei (2007) have emphasized another possible explanation

for the observed differences in matched partner trade statistics. They argue that the gap

between exports and imports may (partly) reflect systematic (criminal) behavior by traders. In

particular, they argue that for products with sharp export restrictions in the source country and

no barriers to import in the destination country, traders have a strong incentive to underreport 1 For an early attempt, see the European Commission’s “Simpler Legislation for the Internal Market (SLIM)” initiative, which is documented at http://ec.europa.eu/internal_market/simplification/index_en.htm.

2

exports (i.e., to smuggle the good out of the country), while properly declaring imports

(because of no constraints for entry, in combination with the risk of seizure when there is false

declaration). Analyzing trade gaps for a product category that is likely to display those

characteristics, antiques of an age exceeding one hundred years (Harmonized System [HS]

product code 9706), Fisman and Wei (2007) find that underreporting is indeed strongest for

countries for which survey-based measures indicate a high level of corruption and, thus,

ignorance of legal rules and procedures (also in trade) may be be relatively easy. Moreover,

they find no such association for a product category with no (or less strict) restrictions for

exportation, such as toys, scale models etc., puzzles, parts (HS code 9503), which appears

reassuring.

In this paper, we examine the discrepancies in pair-wise trade statistics for a much

broader set of product categories. In particular, we aim to identify countries that

systematically underreport export activities in international trade statistics and, thus,

apparently suffer strongly from smuggling. Further, we explore differences in trade gaps

across individual product categories. This allows analyzing, for instance, whether there are

products other than cultural objects that are prone to illicit trade. In sum, we develop a profile

of smuggling that identifies both major source countries and important product categories for

smuggling.

To preview our results, we find that pair-wise discrepancies in official trade statistics

are highly correlated across both countries and products. Moreover, country-specific trade

gaps are strongly associated with the level of corruption, especially in the source country.

Product-specific trade gaps vary systematically with the level of protection in the destination

country. These findings suggest that at least part of the discrepancy in international trade

figures is due to smuggling.2

The remainder of the paper is organized as follows. Section 2 describes the

methodology and the data. Section 3 presents the empirical results, and Section 4 concludes.

2 In reality, customs offices already apply such profiles to assess risks. In the European Union, for example, a risk information form is used to exchange information among the customs administrations of member states; see http://ec.europa.eu/taxation_customs/customs/customs_controls/risk_management/implementing/index_en.htm. In Germany, a central office for risk analysis (Zentralstelle Risikoanalyse, ZORA) has been established in 2002; see http://www.bundesfinanzministerium.de/cln_06/nn_17844/DE/Aktuelles/Monatsbericht__des__BMF/2006/englisch/060918agmb009.html.

3

2. Methodology and Data

Our main measure of interest is the difference in recorded trade flows between the

exporting and the importing country. Following Fisman and Wei (2007), we define the

reporting gap in official trade statistics as:

(1) Gapkijt = ln(1 + Importsk

jit) – ln(1 + Exportskijt),

where Importskjit denotes country j’s imports of product k from country i in year t and Exports

denotes the corresponding exports from i to j as recorded in the source country.

In our empirical analysis, we aim to explain the observed variation in trade gaps.

Fisman and Wei (2007) highlight that, for some product categories, discrepancies in trade

statistics reflect extra-legal activities and thus are associated with measures of corruption; we

examine the effect of various determinants on trade gaps for all types of products. In

particular, we apply the following very general regression framework:

(2) Gapkijt = α + β Xit + γ Mjt + δ Pijt + φ Zk

t + εkijt ,

where Xit is a vector of exporter-specific variables that may be correlated with the reporting

gap (such as, for instance, corruption), Mjt is a corresponding set of importer-specific

attributes, Pijt collects various pair-specific variables (such as, for instance, bilateral distance

as a proxy for transportation costs), Z is a set of product-specific controls (including, for

instance, the tariff rate in the destination country), and ε is a well-behaved residual. We

estimate this equation using conventional OLS with year effects, computing standard errors

that are robust to clustering.

Relevant country-specific attributes we consider include the level of corruption, the

level of economic development, country size and landlockedness. Fisman and Wei (2007)

argue that smuggling is more prevalent in countries with corrupt bureaucracies. More

specifically, they argue that hiding exports should be easier in a country where it is customary

to bribe government officials than in countries where export controls are strictly enforced. As

a result, corruption in the source country should be associated with a larger underreporting of

exports, thereby widening trade gaps in pair-wise trade statistics. Similarly, though working in

the opposite direction (that is, reducing the trade gap), the incentive to properly declare

imports is lower when it is relatively easy to persuade customs officials in the destination

country to disregard the law. In addition, smuggling may be related to a country’s level of

4

economic development. Poor countries often have a less effective customs administration;

they also produce less reliable official statistics. Moreover, low income may force people into

illegal activities. The geographic size of a country may be another proxy for the effectiveness

of border controls, since large countries may find it more difficult to enforce trade restrictions.

To control for the effect of shipping costs on differences in matched partner trade statistics,

we include a dummy variable for landlockedness. Most landlocked countries face a cost

disadvantage in international trade, having to cope with the costs of overland transport to

neighboring ports and the costs of crossing of at least one additional international border; see

Radelet and Sachs (1998). In addition, we include two country-pair specific measures of

transportation costs that are standard in the ‘gravity’ model of trade: the bilateral distance

between the two trading partners, and a dummy variable for sharing a common land border.

Finally, we enter some measures of product-specific characteristics, such as the applied tariff

and the value-to-weight ratio. Low levels of trade protection possibly imply fewer incentives

for misreporting; smuggling may be particularly attractive for products with high value-to-

weight ratios.

Our data is mainly taken from standard sources. Similar to Fisman and Wei (2007), we

use the United Nations Comtrade database to obtain exports and imports data at the 4-digit

(HS) product level. The database contains detailed (annual) trade statistics reported by

statistical authorities of close to 200 countries or territories and standardized by the UN

Statistics Division; we examine the records of shipments to the five largest importing nations

in the world (United States, Germany, China, United Kingdom and Japan).3 At the 4-digit

level, there are more than 1,200 product categories. We use the most recent commodity

classification (HS-2002); the data are available for five years, covering the period from 2002

to 2006.

Our measure of corruption is taken from the World Bank’s Worldwide Governance

Indicators project; see Kaufmann, Kraay, and Mastruzzi (2007). This project combines

various variables into an aggregate “control of corruption” score; the score lies between -2.5

and 2.5, with higher scores corresponding to better outcomes (i.e., a less corrupt bureaucracy).

As a check, we also use the Corruption Perceptions Index from Transparency International;

see http://www.transparency.org. Other data are mainly obtained from the World Bank’s

World Development Indicators and the CIA World Factbook. Average import tariffs at the 4-

3 See Table I.8 of the WTO’s International Trade Statistics 2007, available at http://www.wto.org/english/res_e/statis_e/its2007_e/its07_world_trade_dev_e.pdf.

5

digit level are provided by the UNCTAD/WTO International Trade Centre (and obtained from

http://www.macmap.org). A data appendix describes the variables and sources in more detail.

3. Empirical Results

We begin by exploring the full sample of annual country pair-specific trade

differences at the 4-digit product level. For illustration, Table 1 lists the five largest

(percentage) discrepancies in bilateral trade by importer. Interestingly, a few empirical

regularities already emerge from this rough tabulation. For instance, most experiences where

recorded import values strongly exceed corresponding exports appear to be concentrated in

one single product category, ‘petroleum oils, crude’ (HS code 2709). As Yeats (1978) notes,

this discrepancy is often due to problems in valuing petroleum, and the frequent diversion of

petroleum exports from its original destination en route. For other product categories, in

contrast, export values (despite disregarding transportation costs) are considerably larger than

imports in mirror statistics; these categories include ‘other aircraft (for example, helicopters,

aeroplanes), spacecraft’ (8802), ‘cruise ships, excursion boats, ferry-boats, cargo ships, barges

and similar vessels for the transport of persons or goods’ (8901) and ‘gold (including gold

plated with platinum)’ (7108). A possible explanation is that, especially for bulky items with

low-frequency trading, the time lag between exportation and importation may be of particular

importance. Also, to the extent that there is any geographical pattern in misreporting, over-

invoicing of exports appears to be a more frequent problem in trade with neighboring

countries.

To further analyze the geographical pattern in misreporting, we examine differences in

trade gaps across countries in more detail. In particular, we aim to identify countries that

consistently understate their exports (and, thus, appear to be particularly prone to smuggling).

In a first exercise, we compute for each exporter the average trade gap across all products.

Since there may be sizable product-specific differences in reported trade values between the

exporting and the importing country, taking the arithmetic mean of these reporting gaps over

often hundreds of products is a simple way to (hopefully) identify country-specific differences

in trade reporting. Table 2 lists the five countries with the largest average percentage share of

missing exports by importer. As shown, we find indeed a strong and consistent mismatch in

international trade statistics, with continuous underreporting, for instance, by Equatorial

Guinea, Indonesia and the Philippines. More importantly, reviewing the full distribution of

exporting countries, it turns out that the extent to which countries tend to misreport exports is

broadly similar across trade destinations. The correlation of exporter-specific average trade

6

gaps across importing countries is astonishingly high, on the order of about 0.9. Table 3

reports a set of simple bivariate correlation coefficients; (unreported) Spearman rank

correlations provide similar results.

3.1 Benchmark results

To analyze the country pair-specific discrepancies in matched partner trade statistics in

more detail, we next apply rigorous econometric techniques. In particular, we are interested in

the extent to which gaps in official trade statistics are perhaps the result of illicit trade. Fisman

and Wei (2007) argue that, for selected product categories, the difference in recorded trade

flows is due to smuggling. For antiquities, they find that the extent of underreporting of

exports is closely related to the (perceived) level of corruption in the exporting country. We

examine whether this association also holds for the whole range of products traded

internationally.

Table 4 presents our benchmark results. In the first column, we report the estimation

results for the most basic specification of equation (2); that is, we regress the observed

average pair-wise trade gap on our variable of interest, corruption in the exporting country,

and add a comprehensive set of importer and year fixed effects. The estimated coefficient on

the corruption measure is -1.97, with a robust standard error of 0.21. This coefficient is not

only consistent with the hypothesis that more corruption (i.e., a lower score) is associated with

a broader under-reporting of exports; with a t-statistic of 9.4, the coefficient is also highly

significant statistically. Moreover, the effect is economically large; a better corruption rating

by one index point is associated with a lower trade gap by about 2 percentage points, thereby

reducing the discrepancy in corresponding trade figures by about one-half. The estimated

coefficient is even slightly larger in magnitude than the analogous estimate for antiquities in

Fisman and Wei (2007). Overall, our default specification fits the data reasonably well,

explaining almost 20 percent of the variation in trade gaps.

A graphical illustration of the association between missing exports and exporter

corruption is provided in Figure 1. The figure presents, for each importer separately, scatter

plots of the bilateral trade gap against the measure of corruption in the exporting country in

2004. Confirming our estimation results, the graphs show a clearly negative correlation.

Taken together, our results suggest that smuggling activities are not restricted to a small set of

products where there is a strong asymmetry in reporting incentives, but rather seem to affect a

large range of products dependent on the norms of corruption in the exporting country.

7

3.2 Robustness analysis

In the remaining columns of Table 4, we present a number of sensitivity checks. We

begin our robustness analysis by adding various control variables that may affect the bilateral

gap in trade reporting. In column (2), we include various measures for transportation costs.

Except for landlockedness, which is found to be associated, if anything, with smaller (instead

of larger) trade gaps, the coefficients take on the expected sign; the discrepancy between

recorded exports and imports grows with the geographic distance among the trading partners

and is smaller for neighboring countries. However, only the distance variable enters the

regression significantly different from zero. More importantly, the estimated coefficient on

exporter corruption remains virtually unchanged with this extension. In column (3), instead of

adding measures of shipping costs, we include potential proxies for smuggling other than

corruption. Of these variables, the coefficient on per capita income in the exporting country is

indeed negative and significant, indicating that poorer countries tend to understate exports.

The negative coefficient on country size, in contrast, implies that trade gaps are on average

larger for geographically small exporters, suggesting that possible ‘natural’ restrictions on the

effectiveness of border controls may be of less importance for the observed discrepancies in

corresponding trade figures. Reassuringly, our finding of a negative association between

exporter corruption and misreporting in trade is again basically unaffected by this extension,

though the estimated coefficient is slightly smaller in magnitude. Next, we include the two

sets of controls jointly, without much effect. Finally, in the column on the extreme right of

Table 4, we replace our World Bank corruption variable with a measure taken from

Transparency International. This score is available only for a smaller number of countries.

However, we still find a significant negative relationship between corruption in the exporting

country and the share of exports that is also recorded in the importing country, perhaps

reflecting the high correlation between both corruption ratings; see Figure 2 for a scatter plot.

Table 5 presents another set of robustness checks. We divide the sample along various

lines and report coefficient estimates on exporter corruption, obtained for these subsamples.

In particular, we tabulate results for individual years, for separate importing countries, and for

various groups of exporting countries. Of these perturbations, only restrictions on the sample

of exporting countries included in the empirical analysis have a significant impact on the key

coefficient. Not surprisingly, the effect of corruption on the discrepancy in trade statistics

disappears for shipments from OECD member countries and trading partners nearby to

importers (in our sample), since both groups of countries (often) have low corruption ratings.

8

In a next experiment, instead of splitting the sample, we now sizably increase the

number of observations. More specifically, we substitute the average pair-wise trade gap

across all traded products with individual product-specific trade gaps between pairs of

countries. Table 6 reports the results. For this extension, the point estimate on the corruption

measure decreases in magnitude and even loses statistical significance (though it remains

negative). However, it seems generally difficult to explain variation in trade gaps at the

product level. Neither the bilateral distance term remains important, nor does the size effect.

The empirical fit of our framework is much lower; the adjusted R-squared falls to 0.09.

Moreover, in unreported results, we find that the estimated coefficient on corruption remains

negative and significant when the control for per capita income in the exporting country is

dropped; that is, for the large sample of individual product-specific trade gaps by exporter, the

effect of corruption on the reporting gap seems to work mainly through its correlation with

income. Figure 3 graphs the association between per capita income and corruption.

We also explore two reasonable slices of the sample; results are tabulated in the last

two columns (on the right) of Table 6. First, we drop observations with negative trade gaps

(i.e., where exports exceed imports). Then, we explore a sample where both partner countries,

exporter and importer, have a data entry for a trade flow; previously we have imposed a trade

value of zero when information from one partner was missing. As shown, both restrictions

yield interesting results. Excluding episodes of over-reported exports improves the fit of the

regression markedly. With this modification, many coefficients increase in size and

significance; the adjusted R-squared jumps to 0.23. When episodes of missing trade are

dropped, the point estimate on corruption becomes of borderline significance (with a p-value

of 0.051), while the coefficient on per capita income becomes statistically indifferent from

zero.

3.3 Extensions

We have also performed a set of other extensions to identify the possible effect of

corruption on trade. Table 7 varies our measure of trade gaps. Instead of trade values, we

exploit information on the recorded weights and quantities of shipments. For smuggled goods,

the choice of the trade measure should be irrelevant for the estimation results; these goods are

moved out of the country illegally and unreported. However, if corruption mainly implies that

customs officials are bribed to under-invoice export values, the weight and quantity of a good

may still be properly recorded at customs which would reduce the estimated impact of

corruption. As shown, the coefficient estimates on exporter corruption indeed decrease in

9

magnitude (by about one-third) when we substitute (nominal) trade values by real trade

measures. Still, most estimates remain statistically different from zero at conventional levels.

Fisman and Wei (2007) focus exclusively on trade restrictions (and the incentives to

misreport trade) in the exporting country. A similar reasoning, however, applies for the

importing country as well. For certain import sanctions and duties, traders may find it

profitable to under-invoice goods (which may or may not have been properly declared in the

source country) upon entry. As a result, while corruption in the exporting country is

associated with larger trade gaps, we could observe the opposite effect of lower trade gaps for

corruption in the importing country. Table 8 provides estimates for importer-specific

determinants of pair-wise discrepancies in trade statistics; these estimates are analogues to

Table 4. Although our sample covers only five importing countries which have, except for

China, almost similar corruption ratings, we find convincing evidence that corruption also

matters for imports.4 The positive coefficient indicates that a more corrupt bureaucracy in the

importing country (that is, a lower corruption index) is associated with a smaller trade gap

(and, thus, less recorded imports). The effect disappears once we control for other importer

characteristics (especially country size). However, given the small number of importing

countries in our sample, this is perhaps not terribly disturbing.

In our final exercise, we explore differences in trade gaps across products. Fisman and

Wei (2007) argue that one particular (4-digit) product category, antiques of an age exceeding

one hundred years (product code 9706), exhibits specific features so that smuggling becomes

highly attractive; exports of cultural objects is often strongly restricted, while there are no

measurable barriers to imports. We examine, applying the same basic methodology, whether

other product categories perhaps display similar features. Table 9 tabulates product categories

for which we find the largest reported trade gaps. The top categories appear to differ widely

across importers. There are only three product groups for which we observe a large share of

underreported exports in more than one destination country. For two of these categories,

however, ‘petroleum oils, crude’ (code 2709) and ‘commodities not specified according to

kind’ (9999), the discrepancy is likely to be unrelated to smuggling. The third top-ranked

category is the product category chosen by Fisman and Wei, antiquities. For this group, we

report, for comparison, also the rank and the recording gap in other countries. Again, there are

sizable differences across importing countries, with China even recording import values that

are considerably smaller than worldwide reported exports (i.e., a negative trade gap). 4 In 2006, the World Bank corruption indices were as follows: United States 1.30; Germany 1.78; China -0.53; United Kingdom 1.86; Japan 1.31. The average score for the full sample is zero.

10

Table 10 reports the pair-wise correlation coefficients that describe the full ranking of

products. Similar to our results for exporters, we also find that product-specific trade gaps are

significantly correlated across importers, though the correlation coefficients are much lower

than before, especially for bilateral pairs that include China.

Still, we aim to characterize differences in trade gaps across products. For instance,

one measure for which we explore its association with the discrepancy between recorded

imports and exports is the level of import protection, as proxied by the total ad valorem

equivalent tariff. To the extent that reporting incentives matter, one would expect that traders

report import values more correctly (and, thus, reporting gaps in trade statistics are smaller)

when barriers to imports are low. We also exploit two other product-specific measures

provided in the UN comtrade database: the weight and quantity of pair-wise trade. Based on

these variables, we compute the (average) value-to-weight and value-to-quantity ratios of

product-level trade, supposing that high value goods, such as antiquities, are more attractive

for smuggling.

Again, we apply a variant of (2) which includes a comprehensive set of either

importer- or country pair-specific fixed effects to capture country (pair)-related determinants

of trade gaps, including corruption. Table 11 presents the results. We report two sets of

estimation results. The first two columns tabulate the estimates for individual product-level

trade gaps; the remaining two columns show the results when trade gaps are averaged across

exporters for individual importers and and products. We also report separate results for

characteristics in product-level trade recorded by exporting and importing countries,

documenting minor differences in statistical significance. Interestingly, we find strong and

consistent evidence that trade gaps decrease with the level of import protection. The estimated

coefficient on the import tariff is negative and highly significant in all specifications,

supporting the view that reporting incentives measurably affect the accuracy of trade

statistics. The estimation results for product characteristics are less convincing, possibly as a

result of aggregation to the 4-digit product level. Specifically, our findings suggest that trade

gaps tend to be larger, if anything, for products with low value-to-quantity ratios. Thus, it

appears that underreporting of exports is more prevalent in bulky mass shipments, so that

antiquities are an exception rather than the rule, an issue that deserves our future attention.

4. Conclusions

Discrepancies in international trade statistics have been frequently analyzed in the

past. Statisticians often aim to identify (and quantify) potential reasons for the differences in

11

pair-wise trade statistics to perhaps properly adjust their national trade figures. Economists

occasionally exploit the difference between recorded exports and imports as a proxy for

bilateral transaction costs.

In this paper, we examine another potential explanation for the observed discrepancy

in trade statistics, (illegal) non-declaration. Similar to Fisman and Wei (2007) for antiquities,

we find that the reporting gap in bilateral trade is strongly associated with the level of

corruption, especially in the source country. In countries with corrupt bureaucracies, it should

be easier (and perhaps even common practice) to ignore legal rules and procedures. To the

extent that this misbehaviour also affects international trade transactions, our findings suggest

that reporting gaps in official trade statistics partly reflect smuggling activities.

References: Fisman, Raymond and Shang-Jin Wei. 2007. “The Smuggling of Art, and the Art of Smuggling: Uncovering the Illicit Trade in Cultural Property and Antiques,” Columbia University. Hummels, David and Volodymyr Lugovskyy. 2006. “Are Matched Partner Trade Statistics a Usable Measure of Transportation Costs?” Review of International Economics. 14 (February): 69-86. Kaufmann, Daniel, Aart Kraay and Massimo Mastruzzi. 2007. “Governance Matters VI: Governance Indicators for 1996-2006,” World Bank Policy Research Working Paper #4280. Limão, Nuno and Anthony Venables. 2001 “Infrastructure, Geographical Disadvantage, Transport Costs, and Trade,” World Bank Economic Review. 21 451-479 Radelet, Steven and Jeffrey Sachs. 1998. “Shipping Costs, Manufactured Exports, and Economic Growth,” Harvard University. Rozanski, Jerzy and Alexander J. Yeats. 1994. “On the (In)accuracy of Economic Observations: An Assessment of Trends in the Reliability of International Trade Statistics,” Journal of Development Economics. 44 (June): 103-130. Yeats, Alexander J. 1978. “On the Accuracy of Partner Country Trade Statistics,” Oxford Bulletin of Economics and Statistics. 40 (November): 341-361. Yeats, Alexander J. 1990. “On the Accuracy of Economic Observations: Do Sub-Saharan Trade Statistics Mean Anything?” World Bank Economic Review. 4 (May): 135-156.

12

Table 1: Largest trade gaps, 2004 Underreporting of exports

Importer: USA Germany China United Kingdom Japan

Exp. Prod. Gap Exp. Prod. Gap Exp. Prod. Gap Exp. Prod. Gap Exp. Prod. Gap SAU 2709 23.8 LBY 2709 22.0 PHL 8542 22.4 BWA 7102 21.5 SAU 2709 23.4 VEN 2709 23.7 GBR 8803 21.2 AGO 2709 22.3 SAU 2710 20.6 QAT 2709 22.4 NGA 2709 23.5 DNK 9999 21.2 SAU 2709 22.3 KWT 2710 20.4 IDN 2711 22.3 IRQ 2709 22.9 SAU 2709 20.7 OMN 2709 22.2 PHL 8542 20.3 KWT 2709 22.1 AGO 2709 22.2 SYR 2709 20.7 IRN 2709 22.0 EGY 2709 19.7 ARE 2711 21.6 Overreporting of exports

Importer: USA Germany China United Kingdom Japan

Exp. Prod. Gap Exp. Prod. Gap Exp. Prod. Gap Exp. Prod. Gap Exp. Prod. Gap DEU 8901 -19.9 CHN 8901 -20.3 HKG 8703 -20.8 USA 8803 -21.2 SWE 8802 -18.9 FIN 8901 -19.9 BEL 0803 -19.8 HKG 4101 -19.3 DEU 8802 -21.0 SGP 2204 -18.5 PRT 8802 -19.2 AUT 8901 -19.7 HKG 7108 -19.2 HKG 7108 -20.8 SGP 2208 -18.0 MEX 8602 -19.1 DNK 2716 -19.1 JPN 7108 -18.6 CAN 7108 -20.7 NZL 2709 -17.9 KOR 8901 -18.7 BLR 2709 -18.7 ARE 9999 -18.5 USA 8802 -20.7 BHR 7604 -17.6

13

Table 2: Underreporting of exports by country, 2002-2006

Importer: USA Germany China United

Kingdom Japan All five importers

Exporter Gap Exporter Gap Exporter Gap Exporter Gap Exporter Gap Exporter Gap Libya 14.5 Equatorial

Guinea 12.1 Equatorial

Guinea 14.9 Indonesia 12.1 Iraq 16.3 Equatorial

Guinea 12.6

Lesotho 13.5 Indonesia 11.9 Congo 13.5 Lao PDR 11.5 Equatorial Guinea

14.0 Indonesia 12.4

Indonesia 13.3 Ukraine 11.4 Dem.Rep. of Congo

12.7 Myanmar 11.5 Western Sahara

13.7 Philippines 11.6

Philippines 12.7 Philippines 11.2 Tchad 11.8 Bouvet Island

11.4 Indonesia 13.2 Iraq 11.4

Iraq 12.5 Serbia and Monte’gro

11.0 Rwanda 11.8 Falkland Isds

11.2 Botswana 12.8 Western Sahara

11.3

Table 3: Correlation of exporter-specific average trade gaps USA Germany China UK Japan All USA 1.0000 Germany 0.9245 1.0000 China 0.8357 0.7824 1.0000 United Kingdom 0.9368 0.9571 0.7986 1.0000 Japan 0.9015 0.8572 0.8963 0.8582 1.0000 All 5 importers 0.9700 0.9494 0.9120 0.9564 0.9548 1.0000 Notes: 202 observations.

14

Table 4: Does exporter corruption matter? Corruption (WB) exporter

-1.97** (0.21)

-1.91** (0.22)

-1.51** (0.48)

-1.44** (0.48)

Corruption (TI) exporter

-0.53* (0.22)

(Log) Distance 0.76** (0.27)

0.57* (0.27)

0.57* (0.27)

Common border dummy

-0.45 (0.75)

-0.59 (0.76)

-0.59 (0.76)

Landlocked dummy exp’r

-0.63 (0.74)

-0.69 (0.75)

-0.69 (0.75)

(Log) GDP per capita exporter

-0.64* (0.31)

-0.65* (0.30)

-0.65* (0.30)

(Log) Area exporter

-0.51** (0.10)

-0.50** (0.10)

-0.50** (0.10)

Observations 4770 4770 4362 4362 3324 Adj. R2 0.17 0.18 0.09 0.26 0.20 Notes: OLS estimation. Dependent variable is the average pair-wise trade gap. Importer and year fixed effects included, but not reported. Standard errors robust to clustering by exporter in parentheses. **, * and # denote significant at the 1, 5 and 10 percent level, respectively.

15

Table 5: Robustness checks for exporter corruption Corruption

(WB) exporter

Obs. Adj. R2


Obs. Adj. R2

2002 -1.63** (0.48)

884 0.34 -0.36 (0.28)

500 0.36

2003 -1.86** (0.57)

891 0.28 -0.53# (0.30)

637 .19

2004 -1.48* (0.64)

884 0.19 -0.52# (0.29)

703 0.14

2005 -1.40* (0.61)

878 0.19 -0.72** (0.28)

750 0.18

2006 -0.90 (0.60)

825 0.29 -0.35 (0.28)

734 0.23

Importer: USA

-1.46** (0.54)

880 0.26 -0.57* (0.25)

665 0.19

Importer: Germany

-1.30** (0.44)

882 0.34 -0.47* (0.21)

666 0.27

Importer: China

-1.34* (0.54)

849 0.19 -0.47* (0.22)

665 0.16

Importer: UK

-1.11* (0.48)

876 0.26 -0.41# (0.22)

664 0.19

Importer: Japan

-2.06** (0.50)

875 0.31 -0.80** (0.23)

664 0.25

Exporter: OECD

0.20 (0.27)

730 0.23 0.08 (0.11)

730 0.23

Exporter: GDPpc>1k

-1.27# (0.67)

2896 0.24 -0.55* (0.27)

2347 0.16

Exporter: Dist.<5000

-0.41 (0.58)

1071 0.31 0.04 (0.23)

864 0.30

Notes: OLS estimation. Dependent variable is the average pair-wise trade gap. The specification is similar to column (4) in Table 4; that is, the regression includes the following (unreported) controls: (log) distance, common border dummy, landlocked dummy exporter, (log) GDP per capita exporter, (log) area exporter. Importer and year fixed effects included, but not reported. Standard errors robust to clustering by exporter in parentheses. **, * and # denote significant at the 1, 5 and 10 percent level, respectively.

16

Table 6: Product-level evidence for exporter corruption Full sample Gap>0 Exp &

Imp >0 Corruption (WB) exporter

-0.39 (0.36)

-0.48 (0.39)

-0.08# (0.04)


-0.07 (0.13)

(Log) Distance 0.14 (0.16)

0.10 (0.15)

0.38* (0.16)

0.06 (0.04)

Common border dummy

-0.94# (0.49)

-0.83# (0.46)

-1.02* (0.44)

-0.43* (0.19)


-0.72 (0.49)

-0.67 (0.47)

-0.43 (0.39)

0.20# (0.11)


-0.66* (0.28)

-0.76* (0.25)

-1.11** (0.27)

-0.02 (0.04)

(Log) Area exporter

-0.07 (0.09)

-0.01 (0.09)

-0.49** (0.10)

0.06 (0.04)

Observations 1,226,103 1,185,092 685,865 729,553 Adj. R2 0.09 0.08 0.23 0.04 Notes: OLS estimation. Dependent variable is the pair-wise trade gap at the 4-digit product level. Importer, product and year fixed effects included, but not reported. Standard errors robust to clustering by exporter in parentheses. **, * and # denote significant at the 1, 5 and 10 percent level, respectively.

17

Table 7: Does exporter corruption matter only for values? Weight Quantity Corruption (WB) exporter

-0.92** (0.35)

-0.91** (0.32)


-0.24 (0.16)

-0.24# (0.14)

(Log) Distance 0.33 (0.20)

0.29 (0.21)

0.29# (0.18)

0.23 (0.18)

Common border dummy

-0.41 (0.62)

-0.42 (0.59)

-0.52 (0.60)

-0.43 (0.59)


-0.54 (0.51)

-0.70 (0.54)

-0.41 (0.46)

-0.47 (0.49)


-0.43# (0.22)

-0.59* (0.24)

-0.40* (0.20)

-0.54* (0.21)

(Log) Area exporter

-0.28** (0.07)

-0.14 (0.09)

-0.23** (0.06)

-0.09 (0.08)

Observations 4362 3324 4362 3324 Adj. R2 0.22 0.19 0.22 0.18 Notes: OLS estimation. Dependent variable is the average pair-wise trade gap in the measure that is reported in the first row of the table. Importer and year fixed effects included, but not reported. Standard errors robust to clustering by exporter in parentheses. **, * and # denote significant at the 1, 5 and 10 percent level, respectively.

18

Table 8: Does importer corruption matter? Corruption (WB) importer

0.20* (0.06)

0.22* (0.07)

-0.14# (0.05)

-0.01 (0.08)

Corruption (TI) importer

-0.01 (0.05)

(Log) Distance 0.30* (0.07)

0.36** (0.05)

0.36** (0.05)

Common border dummy

-0.65* (0.21)

-0.54# (0.23)

-0.54# (0.23)

Landlocked dummy imp’r

0.29* (0.06)

0.09 (0.10)

0.10 (0.12)

(Log) GDP per capita importer

-0.23** (0.01)

-0.19** (0.02)

-0.19** (0.03)

(Log) Area exporter

Observations 5315 5307 4820 4820 4820 Adj. R2 0.69 0.69 0.69 0.69 0.69 Notes: OLS estimation. Dependent variable is the average pair-wise trade gap. Exporter and year fixed effects included, but not reported. Standard errors robust to clustering by importer in parentheses. **, * and # denote significant at the 1, 5 and 10 percent level, respectively.

19

Table 9: Underreporting of exports by product, 2002-2006

Importer: USA Germany China United

Kingdom Japan All five

importers Product Gap Product Gap Product Gap Product Gap Product Gap Product Gap 9999 10.6 7112 7.0 2709 10.7 9999 7.8 2709 9.9 2709 6.9 9706 8.6 9704 6.7 8908 9.6 8411 6.8 2619 8.9 6110 5.0 2709 7.2 2709 6.6 2615 7.2 2620 6.5 9999 8.2 4403 4.8 6110 6.5 2607 6.3 8601 7.0 9706 6.1 2305 7.0 9999 4.8 6102 6.2 9302 5.8 2518 6.8 7112 5.6 2711 6.5 6204 4.5

Position of product code 9706 (1241 products): 2. 8.6 100. 3.4 1214. -5.0 4. 6.1 191. 2.3 53. 3.1 Table 10: Correlation of product-specific average trade gaps USA Germany China UK Japan All USA 1.0000 Germany 0.4347 1.0000 China 0.1858 0.0558 1.0000 United Kingdom 0.3426 0.2910 0.1581 1.0000 Japan 0.4562 0.4685 0.2251 0.2539 1.0000 All 5 importers 0.7292 0.6516 0.5376 0.6157 0.7381 1.0000 Notes: 1240 observations.

20

Table 11: Does importer protection matter for product-level trade gaps? Pair-wise

product-level trade gaps

Average importer-specific

product-level trade gaps

Level of protection imp’r

-0.008** (0.002)

-0.007**(0.002)

-0.013**(0.004)

-0.012**(0.004)

Value/weight importer

4.14# (2.42)

-7.91** (5.87)

Unit value importer

1.89 (1.85)

-3.34** (7.24)

Value/weight exporter

1.36* (0.57)

2.47 (3.77)

Unit value exporter

-2.63** (0.92)

-4.17** (1.13)

Observations 804452 733507 25192 29067 Adj. R2 0.39 0.11 0.06 0.05 Notes: OLS estimation. Dependent variable is reported in the first row of the table. Year fixed effects always included, but not reported. When appropriate, importer or country pair fixed effects are included, but not reported. Standard errors robust to clustering by product in parentheses. **, * and # denote significant at the 1, 5 and 10 percent level, respectively.

21

Figure 1: Missing exports and exporter corruption, 2004

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HTI

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IDN

IND

IRLIRN

IRQ

ISLISR

ITA

JAM

JORJPN

KAZ

KEN

KGZKHM

KIRKNA

KOR

KWTLAO

LBN

LBRLBYLCA

LKA

LSO

LTU LUXLVA

MAC

MARMDA

MDGMDV

MEX

MHL

MKD

MLI

MLT

MMR

MNG

MNP

MOZ

MRT

MUS

MWI

MYSNAM

NER

NGA

NIC

NLDNOR

NPL

NZLOMN

PAK

PAN

PER

PHL

PNG

POL

PRK

PRTPRY

QAT

ROMRUS

RWASAUSDN

SEN

SGP

SLBSLE

SLV

SOM STP SUR

SVKSVN SWE

SWZ SYCSYRTCD

TGOTHA

TJKTKMTMPTON

TTOTUN

TUR

TUVTZA

UGA

UKR

URY

USA

UZBVCT

VEN

VNM

VUTWBG

YEM

YUG

ZAF

ZAR

ZMBZWE

-50

510

15Tr

ade

Gap


Germany

ABW

ADOAFGAGO

AIA

ALB

ANT

AREARGARM

AUSAUTAZE

BDI

BELBENBFABGD

BGRBHR

BHS

BIH

BLRBOLBRA

BRBBRN

BTNBWACAF

CANCHECHLCIV

CMRCOG

COKCOLCRICUB

CYPCZE DEU

DJI

DMADNK

DOM

DZAECU

EGYERI

ESPESTETH FINFJI FRA

GAB

GBR

GEOGHAGINGMB

GNB

GNQ

GRCGRDGTM

GUY

HKGHND

HRV

HTI

HUN

IDN

IND IRLIRN

IRQ

ISLISRITAJAM JOR JPN

KAZ

KEN

KGZKHM

KNA

KOR

KWTLAO

LBN

LBRLBY

LCA

LKALSO

LTULUXLVA

MAC

MARMDA

MDGMDV

MEXMHL

MKD

MLI

MLT

MMR

MNGMOZ

MRT

MUSMWI

MYSNAM

NER

NGA

NIC NLDNOR

NPL

NZLOMNPAK

PANPER

PHL

PNG POL

PRK

PRTPRY

QAT

ROMRUS

RWASAU

SDN

SEN

SGP

SLBSLE

SLV

SOM STPSUR

SVKSVN SWE

SWZ SYCSYR

TCD

TGOTHA

TJKTKM

TMPTTO

TUNTUR

TZA

UGA

UKR

URYUSA

UZBVEN

VNM

VUTWBG

YEM

YUG

ZAF

ZAR

ZMBZWE

-20

-10

010

20Tr

ade

Gap


China

ABWADO

AFGAGO

AIAALB

ANT

AREARG

ARM

ASMATG

AUSAUTAZE

BDI

BEL

BEN

BFABGD BGR

BHR

BHS

BIHBLR

BLZBMU

BOL BRA

BRBBRNBTNBWACAF

CANCHECHL

CHN

CIV

CMRCOG

COK

COL

COMCPV

CRI

CUB

CYM

CYPCZEDEU

DJI

DMA

DNK

DOM

DZAECU

EGYERI

ESPESTETHFINFJI FRA

FSM

GAB

GEOGHAGINGMBGNQ

GRC

GRD

GTM

GUMGUY

HKG

HND

HRV

HTI

HUN

IDN

INDIRLIRN

IRQ

ISLISRITAJAM

JOR

JPN

KAZ

KEN

KGZ

KHM

KIRKNA

KOR

KWTLAO

LBN

LBRLBY LCA

LKA

LSO

LTU

LUX

LVA

MAC

MAR

MDA MDGMDV

MEX

MHL

MKD

MLI

MLT

MMR

MNG

MNP

MOZ

MRT

MUS

MWI

MYS

NAM

NER

NGA

NICNLDNOR

NPL

NZL

OMN

PAK

PAN

PER

PHL

PNG POL

PRK

PRTPRY

QAT

ROMRUS

RWASAUSDN

SEN

SGP

SLBSLE

SLV

SOMSTP

SUR

SVKSVN SWE

SWZ SYCSYRTCD

TGO

THA

TJKTKM

TMP

TON

TTOTUNTUR

TUVTZA

UGA

UKR

URY

USA

UZBVCT

VEN

VNM

VUTWBG

YEM

YUG

ZAF

ZAR

ZMBZWE

-50

510

15Tr

ade

Gap


UK

ADOAFGAGO

AIA

ALB ANT

AREARG

ARM

ATG

AUSAUTAZE

BDI

BEL

BEN

BFABGD

BGRBHR

BHSBIH

BLR

BLZ BMU

BOL BRA

BRBBRNBTN

BWA

CAF

CANCHECHLCHNCIV

CMRCOG

COKCOL

COMCPV

CRI

CUB

CYM

CYPCZE DEU

DJI DMA

DNK

DOM

DZAECU

EGYERI

ESPEST

ETHFIN

FJIFRA

FSM

GAB

GBR

GEOGHAGINGMBGNB

GNQ

GRC

GRD

GTM

GUY

HKG

HNDHRV

HTI

HUN

IDN

IND IRLIRN

IRQ

ISLISRITAJAM JOR

KAZ

KENKGZ

KHM

KIRKNA

KOR

KWTLAO

LBN

LBRLBYLCA

LKA

LSO

LTULUXLVA

MACMAR

MDA

MDG

MDVMEX

MHL

MKDMLIMLT

MMR

MNG

MNP

MOZ

MRT

MUSMWI

MYSNAM

NER

NGA

NIC

NLDNOR

NPL

NZLOMNPAK

PAN

PER

PHL

PNGPOL

PRK

PRTPRY

QAT

ROMRUS

RWASAUSDN

SENSGP

SLBSLE

SLV

SOM SUR

SVKSVNSWE

SWZ SYCSYRTCD

TGO

THA

TJKTKM

TMP

TON

TTOTUNTUR

TZA

UGA

UKR

URYUSA

UZB

VCTVEN

VNM

VUT

YEM

YUG

ZAF

ZAR

ZMBZWE

-20

-10

010

20Tr

ade

Gap


Japan

22

Figure 2: Corruption measures, 2004

AGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGOAGO

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UDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUDEUD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KENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKENKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZKGZ

KORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKO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MDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDG

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PAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPA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SURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVK

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FZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAF

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24

68

10TI

Cor

rupt

ion


23

Figure 3: Corruption and income, 2004

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DJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJIDJI

DMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMADMA

DNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDNKDN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FSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSMFSM

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KORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKORKO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MDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDGMDG

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XMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXMEXM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PAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPAKPA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STPSTPSTPSTPSTPSTPSTPSTPSTPSTPSTPSTPSTPSTPSTPSTPSTPSTPSTPSTPSTPSTPSTPSTPSTPSTPSTPSTPSTPSTPSTP

SURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSURSUR

SVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVKSVK

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TMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMPTMP

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GYUGYUGYUGYUGYUGYUGYUGYUGYUGYUGYUGYUGYUGYUGYUGYUGYUGYUGYUGYUGYUGYUGYUGYUGYUGYUGYUGZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZ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ZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAFZAF

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46

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24

Data appendix Trade gap Difference between log of import value (in current US dollar) recorded in the importing country and the corresponding log of exports (in current US dollar) recorded in exporting country at the 4-digit HS level Source: computed from UN Comtrade (http://comtrade.un.org) Corruption (WB) Control of corruption score Source: World Bank Worldwide Governance Indicators project (http://www.governance.org) Corruption (TI) Corruption perceptions index Source: Transparency International (http://www.transparency.org) (Log) Distance Log of bilateral distance (in km) based on coordinates for the geographic center of countries Source: based on data from CIA World Factbook (http://www.cia.gov/library/publications/the-world-factbook/) Common border dummy Dummy variable that takes the value of 1 when two countries share a common land border (and zero otherwise) Source: based on data from CIA World Factbook (http://www.cia.gov/library/publications/the-world-factbook/) Landlocked dummy Dummy variable that takes the value of 1 when two countries share a common language (and zero otherwise) Source: based on data from CIA World Factbook (http://www.cia.gov/library/publications/the-world-factbook/) (Log) GDP per capita Log of GDP per capita (in current US dollar) Source: World Bank World Development Indicators (Log) Area Log of surface area (in sq. km) Source: World Bank World Development Indicators Level of protection Total ad valorem equivalent tariff at the 4-digit HS level (in %) Source: UNCTAD/WTO International Trade Centre (http://www.macmap.org) Value/weight Trade value (in current US dollar) / Net weight (in kg) Source: computed from UN Comtrade (http://comtrade.un.org) Unit value Trade value (in current US dollar) / Trade quantity (in units) Source: computed from UN Comtrade (http://comtrade.un.org)

Diskussionsbeiträge des Fachbereichs Wirtschaftswissenschaft

der Freien Universität Berlin 2008 2008/1 EICHFELDER, Sebastian Die Gründung der Bankgesellschaft Berlin : 1988 - 1996

Betriebswirtschaftliche Reihe

2008/2 WIENEN, Julia / Christina SICHTMANN Vom Produkt zur Solution bei Industriegütern : Literaturüberblick und praktische Ansatzpunkte Betriebswirtschaftliche Reihe 2008/3 SCHULARICK, Moritz / Thomas M. STEGER The Lucas Paradox and the Quality of Institutions: Then and Now Volkswirtschaftliche Reihe 2008/4 BÖNKE, Timm / Carsten SCHRÖDER / Katharina SCHULTE Incomes and inequality in the long run : the case of German elderly Volkswirtschaftliche Reihe 2008/5 BERGER, Helge / Volker NITSCH / Tonny LYBEK Central Bank Boards around the World: Why does Membership Size Differ? Volkswirtschaftliche Reihe 2008/6 BERGER, Helge / Volker NITSCH Gotcha! A Profile of Smuggling in International Trade Volkswirtschaftliche Reihe 2008/7 BERGER, Helge / Pär ÖSTERHOLM Does Money Still Matter for U. S. Output? Volkswirtschaftliche Reihe 2008/8 BERGER, Helge / Volker NITSCH Too Many Cooks? Committees in Monetary Policy Volkswirtschaftliche Reihe 2008/9 BERGER, Helge / Pär ÖSTERHOLM Does Money Matter for U. S. Inflation? Evidence from Bayesian VARs Volkswirtschaftliche Reihe 2008/10 BERGER, Helge / Pär ÖSTERHOLM Does Money Growth Granger-Cause Inflation in the Euro Area? Evidence from Out- of-Sample Forecasts Using Bayesian VARs Volkswirtschaftliche Reihe 2008/11 BERGER, Helge / Michael EHRMANN / Marcel FRATZSCHER Geography or Skills? What Explains Fed Wachters’ Forecast Accuracy of US Monetary Policy? Volkswirtschaftliche Reihe 2008/12 BERGER, Helge / Anika HOLLER What determines Fiscal Policy? Evidence from German States Volkswirtschaftliche Reihe

2008/13 BERGER, Helge / Thomas HARJES Does Global Liquidity Matter for Monetary Policy in the Euro Area? Volkswirtschaftliche Reihe

JACOB FINE ART 7544 West North Avenue, Chicago, IL/ 60707/ T: 708 452 1450 F: 708 452 1960/ www.jacobfineart.com

Jane C.H. Jacob, president of Jacob Fine Art, has more than 25 years of art expertise through positions in administration at art institutions such as the Dallas Museum of Art, the Worcester Art Museum, Frank Lloyd Wright Preservation Trust and at the Terra Museum of American Art, where she served as Deputy Director. A recognized leader in the arts, counseling clients in acquisition and de-acquisition activities, fakes and forgeries, provenance research, and in issues of stolen art, she serves as expert consultant and witness in legal art disputes involving stolen property, damage and loss, the Visual Artists Rights Act (VARA) and fraud. Jacob curates art collections for private and public entities, lectures, and authors articles. She is a member of the faculty in the Arts and Humanities Program at New York University, where she has spearheaded the development of new curricula. A certified appraiser in American art, Jacob holds a current certificate in the Uniform Standards of Professional Appraisal Practice (USPAP). Jacob is a director for the Appraisal Foundation in Washington, DC and the Appraisers Association of America (AAA) in New York City, and she serves on the executive committees for both organizations. A liaison for the Internal Revenue Appraisal Service Department, she disperses information to the AAA national membership. Jacob holds a BFA from the University of North Texas, a MA from Columbia College, Chicago and the Certificate in Appraisal Studies from New York University. Jacob’s masters dissertation on stolen art is entitled Stolen Art: The Case for Registration, which is available through the Library of Congress and the Ryerson and Burnham Libraries in Chicago, Illinois. Jane Jacob, along with Christopher Marinello, Executive Director and General Counsel of the London-based Art Loss Register, have organized the conference, Stolen Art, Fraud, and Restitution: An International Policy Forum. Hosted by NYU’s School of Continuing Education and Professional Studies in conjunction with their La Pietra Dialogues, the conference will be held at Villa La Pietra, Florence, Italy April 22 - 27, 2012. For further information, contact http://www.scps.nyu.edu/

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