Multivariate genomic analysis and optimal contribution selection predicts high genetic gains in cooking time, iron, zinc and grain yield in common beans in East Africa (doi:10.7910/DVN/TSEZVG)

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Part 1: Document Description
Part 2: Study Description
Part 3: Data Files Description
Part 4: Variable Description
Part 5: Other Study-Related Materials
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Document Description

Citation

Title:

Multivariate genomic analysis and optimal contribution selection predicts high genetic gains in cooking time, iron, zinc and grain yield in common beans in East Africa

Identification Number:

doi:10.7910/DVN/TSEZVG

Distributor:

Harvard Dataverse

Date of Distribution:

2022-01-06

Version:

1

Bibliographic Citation:

Mukankusi, Clare, 2022, "Multivariate genomic analysis and optimal contribution selection predicts high genetic gains in cooking time, iron, zinc and grain yield in common beans in East Africa", https://doi.org/10.7910/DVN/TSEZVG, Harvard Dataverse, V1, UNF:6:XGZWlNTH5nd5eCPjcbvwAw== [fileUNF]

Study Description

Citation

Title:

Multivariate genomic analysis and optimal contribution selection predicts high genetic gains in cooking time, iron, zinc and grain yield in common beans in East Africa

Identification Number:

doi:10.7910/DVN/TSEZVG

Authoring Entity:

Mukankusi, Clare (International Center for Tropical Agriculture - CIAT)

Producer:

The Alliance of Bioversity International and CIAT

Grant Number:

CROP/2018/132

Distributor:

Harvard Dataverse

Access Authority:

Alliance Data Management

Depositor:

Cruz Arias, Paola Andrea

Date of Deposit:

2021-12-21

Date of Distribution:

2021-10-28

Holdings Information:

https://doi.org/10.7910/DVN/TSEZVG

Study Scope

Keywords:

Agricultural Sciences, genomics, optimal contribution selection, Africa, Crops for nutrition and health, Common Bean/PABRA, CGIAR Research Program on Grain Legumes and Dryland Cereals

Topic Classification:

crop improvement

Abstract:

Phenotypic and Genotypic data based on 358 genotypes used to estimate genomic estimated breeding values (GEBV’s) for cooking time (CKT) Seed iron content (SeedFe), Seed Zin content (SeedZn) and Grain yield (GY). The data was used to select parents for the Rapid bean cooking project (RCBP) supported by the ACIAR

Time Period:

2015-2018

Date of Collection:

2015-2018

Geographic Unit(s):

East Africa

Kind of Data:

Experimental Data

Kind of Data:

Phenomic Data

Kind of Data:

Genomic Data

Notes:

Methodology: Phenotypic data were obtained from 898 germplasm entries of bush and climbing types of common bean evaluated in 33 field trials of common bean grown in different years (2015 to 2018) and different locations in East Africa. The locations were Kawanda (0° 25’ N, 32° 31’ E, elevation 1190 m above sea level) and Kachwekano (1° 15′ S, 29° 57′ E, elevation 2200 m above sea level) in Uganda, and Kagera (2° 08' S, 33° 26' E, elevation 1320 m above sea level) in Tanzania. From the 33 field trials, GY (kg ha-1) was available from 32 trials, with laboratory evaluation of Fe and Zn (mg kg-1) from 29 trials and CKT (min) from 14 trials. The genotypic data include two panels: Panel 1 with 94 genotypes was a 770 SNP array (Raatz et al., 2019); Panel 2 was more than 20,000 SNPs with 298 genotypes based on Diversity Array Technology analysed by the Integrated Genotyping Service and Support platform (IGSS), a genotyping service facility based in Nairobi, Kenya (as used by Nkhata et al. 2020).

Methodology and Processing

Sources Statement

Data Access

Notes:

<P><a rel="license" href="http://creativecommons.org/licenses/by/4.0/" target="_blank"><img alt="Creative Commons License" style="border-width:0" src="https://i.creativecommons.org/l/by/4.0/88x31.png" /></a><br /> These data and documents are licensed under a <a href="http://creativecommons.org/licenses/by/4.0/" target="_blank"> Creative Commons Attribution 4.0 International license.</a> You may copy, distribute and transmit the data as long as you acknowledge the source through proper <a href="http://best-practices.dataverse.org/data-citation/" target="_blank">data citation</a>.</P>

Other Study Description Materials

Related Materials

Multivariate genomic analysis and optimal contributions selection predicts high genetic gains in cooking time, iron, zinc, and grain yield in common beans in East Africa - doi: 10.1002/tpg2.20156

File Description--f5706919

File: TPG_Phenotypedata.tab

  • Number of cases: 7631

  • No. of variables per record: 15

  • Type of File: text/tab-separated-values

Notes:

UNF:6:Ef6AOhxMpnC2TA7HNQiyCw==

File Description--f5707052

File: TPG_SNPpanel1_770 - flpjck_map.tab

  • Number of cases: 769

  • No. of variables per record: 3

  • Type of File: text/tab-separated-values

Notes:

UNF:6:6ayyOsdShb4K1opigbNCdA==

File Description--f5707053

File: TPG_SNPpanel1_770 - genepools.tab

  • Number of cases: 45

  • No. of variables per record: 8

  • Type of File: text/tab-separated-values

Notes:

UNF:6:io1Kq54x++kq3dQ4sw6LnQ==

File Description--f5707058

File: TPG_SNPpanel1_770 - SimilarityMatrix.tab

  • Number of cases: 96

  • No. of variables per record: 95

  • Type of File: text/tab-separated-values

Notes:

UNF:6:w8QpKizguFrSFBLxXD3Icg==

File Description--f5707059

File: TPG_SNPpanel1_770 - with map.tab

  • Number of cases: 772

  • No. of variables per record: 105

  • Type of File: text/tab-separated-values

Notes:

UNF:6:taM7DXkB/VJxMynd0ZdfCQ==

File Description--f5707060

File: TPG_SNPpanel2_20k.tab

  • Number of cases: 22899

  • No. of variables per record: 324

  • Type of File: text/tab-separated-values

Notes:

UNF:6:nByasLLVGSouEfcvq5n1iQ==

Variable Description

List of Variables:

Variables

TrialNo

f5706919 Location:

Summary Statistics: Min. 1.0; Mean 16.59612108504799; Valid 7631.0; Max. 33.0; StDev 10.442749403112918;

Variable Format: numeric

Notes: UNF:6:3o5YecZ/cHZQ6g+VVnn62Q==

Trial Code

f5706919 Location:

Variable Format: character

Notes: UNF:6:6NFOTN+oCeu7tnO4KbiRMw==

LOCATION

f5706919 Location:

Variable Format: character

Notes: UNF:6:AClPR6hv7BqTVPkrc/dKuQ==

Year

f5706919 Location:

Summary Statistics: Valid 7631.0; Max. 2018.0; Mean 2016.6474904992792; Min. 2015.0; StDev 0.8545422113417285;

Variable Format: numeric

Notes: UNF:6:bHG7Y1RcmIdpN3ZtzW1+Nw==

GID

f5706919 Location:

Summary Statistics: StDev 49139.76697084622; Min. 99.0; Valid 7631.0; Mean 136377.35958590082; Max. 212832.0;

Variable Format: numeric

Notes: UNF:6:NJ+8j5QT1C3BYGpb2a7Syg==

DESIGNATION

f5706919 Location:

Variable Format: character

Notes: UNF:6:idtBA4njNvNcFzfiCDmA0w==

ENTRY_NO

f5706919 Location:

Summary Statistics: Max. 240.0; StDev 56.83195908774238; Mean 76.52719171799227; Valid 7631.0; Min. 1.0

Variable Format: numeric

Notes: UNF:6:L6Qpdo0FS6kfDyS64Rv74g==

REP_NO

f5706919 Location:

Summary Statistics: Min. 1.0; Max. 3.0; Valid 7631.0; Mean 1.5300746953217128; StDev 0.53780387581037

Variable Format: numeric

Notes: UNF:6:BQ3ZGAVMchTWnuIrCOeT0A==

BLOCK_NO

f5706919 Location:

Summary Statistics: Mean 8.718778665967676; Valid 7631.0; Min. 1.0; StDev 6.6511511140918795; Max. 36.0

Variable Format: numeric

Notes: UNF:6:WYgMlhWzO48R5uc08tLy5Q==

GHT

f5706919 Location:

Variable Format: character

Notes: UNF:6:MUdwh3K6uGzP6uDq4jIwZg==

GHP

f5706919 Location:

Variable Format: character

Notes: UNF:6:eSJqnpNK2JDSrnWQQkTqhw==

GY

f5706919 Location:

Summary Statistics: Valid 7344.0; Min. 3.3; StDev 598.3332274518863; Mean 848.7928921568614; Max. 4351.1

Variable Format: numeric

Notes: UNF:6:rHijAsvMqAaXeiWxcKj2jA==

Fe

f5706919 Location:

Summary Statistics: Mean 70.62671018276764; Max. 142.2; StDev 13.32015700208242; Valid 6894.0; Min. 20.6;

Variable Format: numeric

Notes: UNF:6:ojmGHuSDh5lEzWtsu21DCw==

Zn

f5706919 Location:

Summary Statistics: StDev 5.9019742247575255; Valid 6897.0; Max. 60.4; Min. 3.7; Mean 36.35324053936493

Variable Format: numeric

Notes: UNF:6:XC2DgtVCpveZaLReiXApJw==

CKT

f5706919 Location:

Summary Statistics: Max. 193.3; Mean 64.39340997830811; Valid 2305.0; Min. 21.87; StDev 22.992923588686914;

Variable Format: numeric

Notes: UNF:6:DZgjmj3UCtHl7aPbOt6SrQ==

BARC-PV-0002838

f5707052 Location:

Variable Format: character

Notes: UNF:6:4Uj7neY5pwkWwJfQvGDL5w==

1

f5707052 Location:

Summary Statistics: Mean 6.217165149544888; Valid 769.0; Max. 11.0; Min. 1.0; StDev 3.517577406017601;

Variable Format: numeric

Notes: UNF:6:SQDQ/KtdMeU/iUBxsLLh2w==

14.281000000000001

f5707052 Location:

Summary Statistics: StDev 39.18789740551953; Min. 0.0; Mean 69.2160779584593; Max. 166.009; Valid 769.0

Variable Format: numeric

Notes: UNF:6:x/vaovO6tOA1O/S6Or/G2Q==

Andeanset

f5707053 Location:

Variable Format: character

Notes: UNF:6:lli8LhES7yD6O3uu4BoIIw==

ratherAndean

f5707053 Location:

Variable Format: character

Notes: UNF:6:2dz4knkbrR6cqHGw1Q1TuQ==

mesoset

f5707053 Location:

Variable Format: character

Notes: UNF:6:CN85GFECR424Sf7QhiF48Q==

D

f5707053 Location:

Summary Statistics: Mean NaN; Min. NaN; Valid 0.0; Max. NaN; StDev NaN

Variable Format: numeric

Notes: UNF:6:QamkLYBy1ClQJ4E0SkfpwA==

E

f5707053 Location:

Summary Statistics: Min. NaN; StDev NaN; Valid 0.0; Mean NaN; Max. NaN;

Variable Format: numeric

Notes: UNF:6:QamkLYBy1ClQJ4E0SkfpwA==

F

f5707053 Location:

Summary Statistics: Max. NaN; Valid 0.0; Mean NaN; Min. NaN; StDev NaN

Variable Format: numeric

Notes: UNF:6:QamkLYBy1ClQJ4E0SkfpwA==

G

f5707053 Location:

Summary Statistics: Valid 0.0; StDev NaN; Max. NaN; Mean NaN; Min. NaN

Variable Format: numeric

Notes: UNF:6:QamkLYBy1ClQJ4E0SkfpwA==

H

f5707053 Location:

Summary Statistics: Mean NaN; Max. NaN; Min. NaN; StDev NaN; Valid 0.0

Variable Format: numeric

Notes: UNF:6:QamkLYBy1ClQJ4E0SkfpwA==

A

f5707058 Location:

Variable Format: character

Notes: UNF:6:8jyrvpEyvE+Ta18TDEcWIQ==

CAL96

f5707058 Location:

Summary Statistics: Valid 94.0; Min. 0.36778525; Mean 0.648134890425532; StDev 0.2226244200667643; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:8AEfnM791/kD6GoICGONNw==

BRB194

f5707058 Location:

Summary Statistics: StDev 0.22318694252265717; Min. 0.3355526; Mean 0.6282127211702128; Valid 94.0; Max. 1.0

Variable Format: numeric

Notes: UNF:6:KCMDT0EpTFXt+1hppQHHZg==

MLAMA127

f5707058 Location:

Summary Statistics: Max. 1.0; Mean 0.6483202820212766; StDev 0.22102298158184555; Min. 0.366985; Valid 94.0;

Variable Format: numeric

Notes: UNF:6:fsv4NZ4nyMoAbzExaHiGmA==

NABE16

f5707058 Location:

Summary Statistics: Valid 94.0; StDev 0.2321034062794825; Max. 1.0; Mean 0.6326808023404255; Min. 0.34533334;

Variable Format: numeric

Notes: UNF:6:mkIghiBQ4CZAfH4O42hNyw==

VTT923

f5707058 Location:

Summary Statistics: Min. 0.34139785; Max. 1.0; Valid 94.0; StDev 0.23566706613675703; Mean 0.6416815936170213;

Variable Format: numeric

Notes: UNF:6:a8vidBjjtXo93oWA/j/DAQ==

G5686

f5707058 Location:

Summary Statistics: Max. 1.0; Valid 94.0; Mean 0.6481533205319149; StDev 0.21948307985188212; Min. 0.37024456

Variable Format: numeric

Notes: UNF:6:f8DsiXcLm3xhuQelDgxfQQ==

RWR2154

f5707058 Location:

Summary Statistics: Mean 0.6394423571276595; StDev 0.2246049534915951; Min. 0.35187668; Valid 94.0; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:S9jo1K+r3Eo7JlDUBQI+mA==

KATB1

f5707058 Location:

Summary Statistics: Mean 0.6567067162765957; StDev 0.2128780421357516; Max. 1.0; Valid 94.0; Min. 0.3643868

Variable Format: numeric

Notes: UNF:6:i+143sxLxLZeP6xvRUXdbA==

KAT56

f5707058 Location:

Summary Statistics: Valid 94.0; Min. 0.3084112; Mean 0.6290387037234042; StDev 0.2492275863648741; Max. 1.0

Variable Format: numeric

Notes: UNF:6:iSNbAKXEG8kEn1RhkbPmlA==

RWR1873

f5707058 Location:

Summary Statistics: Valid 94.0; Mean 0.6528126460638297; Min. 0.3612805; StDev 0.2278665050455051; Max. 1.0

Variable Format: numeric

Notes: UNF:6:orRxCsMHPpBA4DSJU2bs7A==

NABE15

f5707058 Location:

Summary Statistics: Valid 94.0; StDev 0.22479323499510392; Mean 0.6476853697872341; Min. 0.35714287; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:BCrtTpZFIBYdLHOw6flKVQ==

KATB9

f5707058 Location:

Summary Statistics: Mean 0.6352215295744681; Valid 94.0; StDev 0.2318124648095591; Max. 1.0; Min. 0.34005377;

Variable Format: numeric

Notes: UNF:6:kZG2EpOX0kI3ep7etUsx5g==

SAB686

f5707058 Location:

Summary Statistics: Valid 94.0; Mean 0.6257635373404256; Min. 0.3168449; Max. 1.0; StDev 0.24453234464593046

Variable Format: numeric

Notes: UNF:6:4zV3y49gNOhesCIzpx8JiQ==

GLP2

f5707058 Location:

Summary Statistics: Min. 0.3580081; Valid 94.0; StDev 0.22027058332403845; Mean 0.6358242407446808; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:/nrtLndh2JjoDXKpqvJDHg==

URUGEZI

f5707058 Location:

Summary Statistics: Valid 94.0; Max. 1.0; Mean 0.6404329791489363; Min. 0.35970744; StDev 0.21826573288891202

Variable Format: numeric

Notes: UNF:6:MpAU+BPT5Gjh9WtA8Od7AQ==

HM21-7

f5707058 Location:

Summary Statistics: StDev 0.22971172614784488; Max. 1.0; Valid 94.0; Mean 0.6332936196808512; Min. 0.34210527

Variable Format: numeric

Notes: UNF:6:x5HjnY7z40fBgJLMj5++Sw==

CAL143

f5707058 Location:

Summary Statistics: Max. 1.0; StDev 0.23275878898425914; Min. 0.33756685; Mean 0.6327313793617022; Valid 94.0

Variable Format: numeric

Notes: UNF:6:OzBBQtmuv2lpbfj3e4JH9w==

AND620

f5707058 Location:

Summary Statistics: Max. 1.0; Min. 0.33756685; Valid 94.0; StDev 0.23226366056401712; Mean 0.6331338443617021;

Variable Format: numeric

Notes: UNF:6:dsp7eo4TGop6RWSRT3IR9Q==

MICHIGANDARKKRED

f5707058 Location:

Summary Statistics: Min. 0.28877005; Max. 1.0; Valid 94.0; Mean 0.6119469345744681; StDev 0.25359207206690576;

Variable Format: numeric

Notes: UNF:6:EXBifLwIMpnDIeenr0eY+Q==

CIM9314-36

f5707058 Location:

Summary Statistics: StDev 0.2331909346505623; Valid 94.0; Mean 0.6325750368085107; Max. 1.0; Min. 0.33579087;

Variable Format: numeric

Notes: UNF:6:TVziLvDIxyvyhJTzsVO1Dg==

AFR708

f5707058 Location:

Summary Statistics: Mean 0.6335354289361702; Min. 0.3362416; Max. 1.0; StDev 0.23208084568654874; Valid 94.0

Variable Format: numeric

Notes: UNF:6:rTrNz7Sk14Q8DwD6U2R9yg==

AND277

f5707058 Location:

Summary Statistics: Min. 0.38828337; Max. 1.0; Valid 94.0; StDev 0.20832859985357632; Mean 0.6502330988297872

Variable Format: numeric

Notes: UNF:6:0ukpYkUzv5z+j2UAK+ezgA==

AND10

f5707058 Location:

Summary Statistics: Valid 94.0; StDev 0.1788641078595276; Max. 1.0; Min. 0.42155525; Mean 0.6608460037234042

Variable Format: numeric

Notes: UNF:6:sb79IVLoWuzvZDnyh+zW6A==

RWV1129

f5707058 Location:

Summary Statistics: Min. 0.36941814; Mean 0.6446094838297872; Max. 1.0; Valid 94.0; StDev 0.20706128953732722

Variable Format: numeric

Notes: UNF:6:vg8G62Na4mp/AuFZr3QzJQ==

KANYEBWA

f5707058 Location:

Summary Statistics: Mean 0.627774735319149; StDev 0.23059793594049166; Valid 94.0; Max. 1.0; Min. 0.33377838

Variable Format: numeric

Notes: UNF:6:GXuW3/p2xYWTz4qtw9aGMg==

SUG131

f5707058 Location:

Summary Statistics: StDev 0.18601426325035955; Max. 1.0; Min. 0.410498; Valid 94.0; Mean 0.6467856360638298

Variable Format: numeric

Notes: UNF:6:TctYQJlsD+NEP7m0xEc8kQ==

SAB620

f5707058 Location:

Summary Statistics: Mean 0.622250010425532; Max. 1.0; Min. 0.31283423; StDev 0.23146021465701305; Valid 94.0

Variable Format: numeric

Notes: UNF:6:JTxttiFeGyOrj8LJwDZ7lw==

RANJOROMBEY

f5707058 Location:

Summary Statistics: Max. 1.0; Min. 0.31132075; StDev 0.22359196125106987; Valid 94.0; Mean 0.6117691407446809

Variable Format: numeric

Notes: UNF:6:Fdjf/ImYCw7kKZokh7Gz0g==

SAB623

f5707058 Location:

Summary Statistics: Max. 1.0; Valid 94.0; Min. 0.31621623; StDev 0.2302008180589361; Mean 0.6245877460638298

Variable Format: numeric

Notes: UNF:6:PNBpj1z5lX89+2lW9EcRgA==

RWR2245

f5707058 Location:

Summary Statistics: Valid 94.0; Max. 1.0; Min. 0.41275167; StDev 0.17775258799625687; Mean 0.6540254377659575;

Variable Format: numeric

Notes: UNF:6:oaT9xfXerbSlre1LpjaIUg==

CAL123

f5707058 Location:

Summary Statistics: Min. 0.42837837; StDev 0.18281697832078395; Valid 94.0; Mean 0.6647167319148937; Max. 1.0

Variable Format: numeric

Notes: UNF:6:9GrgNppt2IfmRzDGkPQo5Q==

NABE4

f5707058 Location:

Summary Statistics: Max. 1.0; Min. 0.4050802; Valid 94.0; StDev 0.19510112883950662; Mean 0.6588873540425532

Variable Format: numeric

Notes: UNF:6:YtU+oAnNaiBbJc1kZnpTsA==

SAB630

f5707058 Location:

Summary Statistics: Max. 1.0; Min. 0.3376184; Valid 94.0; StDev 0.22400368767148204; Mean 0.6291959192553191;

Variable Format: numeric

Notes: UNF:6:a4ruihyMfhK7bIcbU9Y1hg==

SAB629

f5707058 Location:

Summary Statistics: Min. 0.35453317; Mean 0.6388549181914893; Valid 94.0; StDev 0.2198256569105859; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:9ZrjFRTvNVv4B8L7it620g==

NABE12C

f5707058 Location:

Summary Statistics: StDev 0.18708889312736476; Min. 0.39566395; Mean 0.6413976722340425; Valid 94.0; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:XSN7zhvXI/H/GoV6EF9rmg==

SAB626

f5707058 Location:

Summary Statistics: Mean 0.6362435872340426; Max. 1.0; Min. 0.35317996; Valid 94.0; StDev 0.21909319094083288;

Variable Format: numeric

Notes: UNF:6:FRiJfUH/SiLiLWjhcW0WSw==

SAB713

f5707058 Location:

Summary Statistics: Min. 0.3826323; Max. 1.0; StDev 0.1889743751647172; Valid 94.0; Mean 0.6430443787234043;

Variable Format: numeric

Notes: UNF:6:KMm1gaEx7eaPWA19mfgZ9g==

ACOS16

f5707058 Location:

Summary Statistics: StDev 0.19954791738638014; Min. 0.3529412; Max. 1.0; Mean 0.6259805211702127; Valid 94.0

Variable Format: numeric

Notes: UNF:6:06UGUs7E9o3drgpdRnAy8w==

SAB659

f5707058 Location:

Summary Statistics: Mean 0.6372511927659574; Max. 1.0; Min. 0.3495935; StDev 0.2222532117072388; Valid 94.0

Variable Format: numeric

Notes: UNF:6:SSQJVY44R3sJi84wOfMftw==

SAB622

f5707058 Location:

Summary Statistics: Min. 0.34324324; Max. 1.0; Mean 0.6320978288297873; StDev 0.20793375632247868; Valid 94.0;

Variable Format: numeric

Notes: UNF:6:5K5cyHyN5NCaktOvodeY1g==

SELIAN97

f5707058 Location:

Summary Statistics: Valid 94.0; Max. 1.0; Mean 0.6417412641489362; Min. 0.38175675; StDev 0.19533294177768318;

Variable Format: numeric

Notes: UNF:6:qH9jRJOQ0MoVOO+9jt/VfQ==

SCAM80cm

f5707058 Location:

Summary Statistics: Mean 0.6192799817021277; Min. 0.41443852; Max. 1.0; StDev 0.16323127461809595; Valid 94.0

Variable Format: numeric

Notes: UNF:6:IUsnJwBOg9fHSvEoDR+GOg==

MLB-49-89A

f5707058 Location:

Summary Statistics: Max. 1.0; Min. 0.43147898; StDev 0.15571435193447788; Valid 94.0; Mean 0.6468176729787234

Variable Format: numeric

Notes: UNF:6:DF4j86cpYUHDFZyZLOUJ8g==

RWR2075

f5707058 Location:

Summary Statistics: Mean 0.6474343493617022; Min. 0.4341927; Max. 1.0; StDev 0.15537955295970768; Valid 94.0;

Variable Format: numeric

Notes: UNF:6:8ZeM6gS1aBcMoRt2NduD/Q==

SAB712

f5707058 Location:

Summary Statistics: Valid 94.0; Min. 0.3585927; StDev 0.20241526325120007; Mean 0.6330318487234042; Max. 1.0

Variable Format: numeric

Notes: UNF:6:zekqhOXpLONFynf9kHXunw==

CAB2

f5707058 Location:

Summary Statistics: Max. 1.0; StDev 0.10352029903795108; Valid 94.0; Min. 0.4637978; Mean 0.6088722591489362

Variable Format: numeric

Notes: UNF:6:oU80gkT1Ra1Zm7/EBhy1CQ==

DONTIMETEO

f5707058 Location:

Summary Statistics: Valid 94.0; Min. 0.47503373; Mean 0.6256182767021277; Max. 1.0; StDev 0.08866641234242315

Variable Format: numeric

Notes: UNF:6:8cZAPOQLwiA9r7PiH0tksA==

CANPSULA

f5707058 Location:

Summary Statistics: Max. 1.0; Mean 0.5998891254255319; Valid 94.0; Min. 0.44225544; StDev 0.10729232332750387;

Variable Format: numeric

Notes: UNF:6:8tklYeYQ8KQij16eNw0NhQ==

MONTCALM

f5707058 Location:

Summary Statistics: Valid 94.0; StDev 0.1108510634261478; Mean 0.6046782023404256; Min. 0.44384304; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:W+gRooiUqTIcmaJ2c+Iiqw==

TU

f5707058 Location:

Summary Statistics: Min. 0.48452884; Valid 94.0; Mean 0.5983603617021277; StDev 0.06798868581285913; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:sRqPATsRkK4kfq8PIXK0Qg==

TO

f5707058 Location:

Summary Statistics: Valid 94.0; Min. 0.45693135; Max. 1.0; StDev 0.09256506778496756; Mean 0.568700189893617

Variable Format: numeric

Notes: UNF:6:lc3AHfSwmwmAjhJYzkFDjw==

MEXICAN142

f5707058 Location:

Summary Statistics: Min. 0.42621776; StDev 0.11187644526689695; Valid 94.0; Max. 1.0; Mean 0.5868301259574468

Variable Format: numeric

Notes: UNF:6:9JnTSiYrx8FOVQXsmO5uXw==

UBR(92)25

f5707058 Location:

Summary Statistics: Mean 0.592802240212766; Max. 1.0; Valid 94.0; Min. 0.41825613; StDev 0.11705733362429106

Variable Format: numeric

Notes: UNF:6:xYv1W0BYLHL3GfqawSxt2w==

WIDUSA

f5707058 Location:

Summary Statistics: Valid 94.0; Mean 0.5745774396808511; Max. 1.0; Min. 0.43513513; StDev 0.1005221662966148

Variable Format: numeric

Notes: UNF:6:dztc9Y+s20Lvdr11oKtOeg==

PI207262

f5707058 Location:

Summary Statistics: Valid 94.0; Min. 0.4213026; StDev 0.11313551213069738; Mean 0.5845044281914894; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:p09yoQZm8mOiFsTOqLbxJw==

MEXICO54

f5707058 Location:

Summary Statistics: Min. 0.41473398; Valid 94.0; StDev 0.10982471731172119; Max. 1.0; Mean 0.5749430512765957;

Variable Format: numeric

Notes: UNF:6:TuGYdFpDyFzaFvAJ5eDqxA==

DECELAYA

f5707058 Location:

Summary Statistics: Max. 1.0; Min. 0.40544218; Mean 0.5851993468085107; Valid 94.0; StDev 0.12141111724342261

Variable Format: numeric

Notes: UNF:6:jkepoDwRZNfRQsknSpKttg==

FLORDEMAYO

f5707058 Location:

Summary Statistics: Valid 94.0; Max. 1.0; StDev 0.10955491928706464; Min. 0.4144022; Mean 0.5732863140425531

Variable Format: numeric

Notes: UNF:6:otmp2nIK9+G+dv3ewpGFeQ==

G10474

f5707058 Location:

Summary Statistics: StDev 0.1165290134225492; Mean 0.5693284535106383; Max. 1.0; Valid 94.0; Min. 0.40069443

Variable Format: numeric

Notes: UNF:6:FNnBbPiXIVUyb2cspSz4Fg==

BAT332

f5707058 Location:

Summary Statistics: Min. 0.3709893; Mean 0.5945099993617021; Max. 1.0; StDev 0.16652207418724277; Valid 94.0

Variable Format: numeric

Notes: UNF:6:V5xnGKjfw+f43q2Fb9Ptiw==

MCM5001

f5707058 Location:

Summary Statistics: Max. 1.0; Mean 0.5797060478723404; Valid 94.0; Min. 0.35685483; StDev 0.159590940120289

Variable Format: numeric

Notes: UNF:6:0nGYxtE99I9qM/8qUDudiw==

G2858

f5707058 Location:

Summary Statistics: Min. 0.38120806; Valid 94.0; Max. 1.0; Mean 0.5637286854255319; StDev 0.13003787925418606

Variable Format: numeric

Notes: UNF:6:vjiB0BMvfwJ9e77FTlE3sA==

MSOLE

f5707058 Location:

Summary Statistics: StDev 0.14938469000869087; Max. 1.0; Valid 94.0; Min. 0.37039563; Mean 0.5851854824468085

Variable Format: numeric

Notes: UNF:6:e9afOXnFbt7Z/4fWwFthSw==

MICHELITE

f5707058 Location:

Summary Statistics: Valid 94.0; Min. 0.38602442; Mean 0.568793635; Max. 1.0; StDev 0.1366681813508839;

Variable Format: numeric

Notes: UNF:6:srk7MAiME182aE9x2TiEAw==

G21212

f5707058 Location:

Summary Statistics: StDev 0.1593530950381215; Max. 1.0; Mean 0.5843860264893617; Min. 0.36265224; Valid 94.0;

Variable Format: numeric

Notes: UNF:6:RHIj9BhMy1nLbkEAZ4pT3w==

SER82

f5707058 Location:

Summary Statistics: Valid 94.0; Mean 0.5801988079787234; Min. 0.34182304; Max. 1.0; StDev 0.17871520444396743

Variable Format: numeric

Notes: UNF:6:Cjsi7dr5Fp9/3FAMe5P9UQ==

MCM1015

f5707058 Location:

Summary Statistics: Valid 94.0; Min. 0.33578104; Mean 0.5738651586170213; StDev 0.17264029389723823; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:pFo4qFXUw2p41l/dNKqwlg==

VAX5

f5707058 Location:

Summary Statistics: StDev 0.18073989080288672; Min. 0.3395973; Max. 1.0; Valid 94.0; Mean 0.5807526737234042

Variable Format: numeric

Notes: UNF:6:QIcyO1lXR849cPBCevD+Jg==

SEA5

f5707058 Location:

Summary Statistics: Mean 0.5622017046808511; StDev 0.15690066345820955; Max. 1.0; Min. 0.34709066; Valid 94.0;

Variable Format: numeric

Notes: UNF:6:wBbjpw1pnoLofaeEC5p0yA==

AWASH-1

f5707058 Location:

Summary Statistics: Max. 1.0; Mean 0.583968405106383; Min. 0.35962567; StDev 0.17230684825341744; Valid 94.0;

Variable Format: numeric

Notes: UNF:6:ntmDev4GrsJx7miE/b8vvg==

GLP585

f5707058 Location:

Summary Statistics: Max. 1.0; Min. 0.3355795; Valid 94.0; StDev 0.17253731559702432; Mean 0.5806722739361702

Variable Format: numeric

Notes: UNF:6:z8P5Mn6d3SQZw6V8IKxB/A==

SER125

f5707058 Location:

Summary Statistics: StDev 0.1883731575641355; Max. 1.0; Mean 0.5764699078723404; Min. 0.3395973; Valid 94.0;

Variable Format: numeric

Notes: UNF:6:+E2K5uhNh3uv+rBSmFiRhA==

NASIR

f5707058 Location:

Summary Statistics: Mean 0.5772451285106384; Max. 1.0; Valid 94.0; StDev 0.16555038384068288; Min. 0.35656837;

Variable Format: numeric

Notes: UNF:6:pqDnv2hr4kMABykR/yWIFQ==

SER128

f5707058 Location:

Summary Statistics: Valid 94.0; Min. 0.33534136; Mean 0.5762326938297873; StDev 0.1902050947826316; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:YNDFOffXRPIixPE/WR60gQ==

VAX3

f5707058 Location:

Variable Format: character

Notes: UNF:6:22BHSmIvFCKq9sNz5AK9fA==

VAX1

f5707058 Location:

Summary Statistics: Valid 94.0; Max. 1.0; Mean 0.5809180468085106; Min. 0.33670714; StDev 0.18730454813240244

Variable Format: numeric

Notes: UNF:6:kocj6hdTBYxIklCPmXwkqw==

AB136

f5707058 Location:

Summary Statistics: Min. 0.3342282; Mean 0.5752794939361702; Max. 1.0; Valid 94.0; StDev 0.1664339852785756

Variable Format: numeric

Notes: UNF:6:9lZnFC3Q8OadgGuT5qmXnQ==

SER48

f5707058 Location:

Summary Statistics: Mean 0.5788018023404256; Valid 94.0; Max. 1.0; StDev 0.18162295391925698; Min. 0.31994644;

Variable Format: numeric

Notes: UNF:6:ytjvtqSAjB7nziR1kmSrrA==

SER30

f5707058 Location:

Summary Statistics: Max. 1.0; Mean 0.5718169354255319; Min. 0.33065596; StDev 0.1875244898247113; Valid 94.0

Variable Format: numeric

Notes: UNF:6:fcX8GbxpiT16WQAz0Rc+5A==

JESCA

f5707058 Location:

Summary Statistics: Max. 1.0; Min. 0.34919572; Valid 94.0; Mean 0.5753696305319149; StDev 0.17025203992234422

Variable Format: numeric

Notes: UNF:6:Oa+A32p6fghycjQiyrWCgQ==

A222

f5707058 Location:

Summary Statistics: Valid 94.0; Min. 0.34118438; Max. 1.0; Mean 0.5787967689361702; StDev 0.17751728984486903

Variable Format: numeric

Notes: UNF:6:agsJf9pi7BQFdWPlbfMnKw==

VAX4

f5707058 Location:

Summary Statistics: Valid 94.0; Max. 1.0; StDev 0.18969590952269128; Mean 0.5713451414893617; Min. 0.3232819

Variable Format: numeric

Notes: UNF:6:hJ0oZmOLsoTnAxM/3elkAg==

CORNELL49242

f5707058 Location:

Summary Statistics: Mean 0.5704299271276596; Valid 94.0; Min. 0.31744966; StDev 0.18438583149554927; Max. 1.0

Variable Format: numeric

Notes: UNF:6:/adqhUbUjJzMdJIRLpKM3A==

SEA15

f5707058 Location:

Summary Statistics: Max. 1.0; StDev 0.17194223396284275; Valid 94.0; Min. 0.31824324; Mean 0.5622401705319149

Variable Format: numeric

Notes: UNF:6:msF+BVYwBBtzXoyVNihpGQ==

MCM2001

f5707058 Location:

Summary Statistics: Max. 1.0; Min. 0.32839838; Mean 0.5720776077659574; Valid 94.0; StDev 0.17817033672303745

Variable Format: numeric

Notes: UNF:6:PeeZW3vw16UriDt/ANwL+g==

RWR719

f5707058 Location:

Summary Statistics: Mean 0.5716728561702128; Max. 1.0; StDev 0.1818377160832674; Min. 0.32147652; Valid 94.0;

Variable Format: numeric

Notes: UNF:6:LQXvj6acJhFac6StXWKIbw==

VAX2

f5707058 Location:

Summary Statistics: Max. 1.0; Min. 0.32018715; StDev 0.17917402358285908; Valid 94.0; Mean 0.5698279862765957

Variable Format: numeric

Notes: UNF:6:eXuyvaBtDa8wHCRe+yeCfA==

LSA32

f5707058 Location:

Summary Statistics: Max. 1.0; Valid 94.0; StDev 0.20091102515945625; Mean 0.5585628991489362; Min. 0.29637095;

Variable Format: numeric

Notes: UNF:6:EnbruAo8pfP5Nbh4AjDhaA==

PAN150

f5707058 Location:

Summary Statistics: Max. 1.0; StDev 0.1946072918764409; Mean 0.5592628840425532; Valid 94.0; Min. 0.29116467

Variable Format: numeric

Notes: UNF:6:j5ho+abnzZi2jn1SNyTlMA==

FEB192

f5707058 Location:

Summary Statistics: StDev 0.19472976130234368; Mean 0.5589729367021277; Min. 0.2917223; Max. 1.0; Valid 94.0

Variable Format: numeric

Notes: UNF:6:6EsLuFxv+45tscx8tmbF3Q==

SER176

f5707058 Location:

Summary Statistics: Mean 0.564278379680851; Min. 0.31518817; StDev 0.18711157502551393; Max. 1.0; Valid 94.0

Variable Format: numeric

Notes: UNF:6:jIcRYu7Q/lnDswIG+RkiKA==

SER16

f5707058 Location:

Summary Statistics: Mean 0.5541582208510638; Max. 1.0; StDev 0.19617027767002979; Valid 94.0; Min. 0.29810297

Variable Format: numeric

Notes: UNF:6:U7WNYJuzx+6zzQjIqhk1gA==

A286

f5707058 Location:

Summary Statistics: Max. 1.0; StDev 0.1901246505277775; Min. 0.30385637; Valid 94.0; Mean 0.55729682

Variable Format: numeric

Notes: UNF:6:QPS7c6r4ZGVMF6wuiZElGg==

AWASHMELKA

f5707058 Location:

Summary Statistics: StDev 0.20496730104730157; Valid 94.0; Min. 0.28877005; Mean 0.5559071032978724; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:ya1LlQ2z7gLXWwzPQKAavw==

GIDinBMS-RCB

f5707059 Location:

Variable Format: character

Notes: UNF:6:Tl0VAVVN7Lk2QNrrGF4IhA==

*

f5707059 Location:

Variable Format: character

Notes: UNF:6:x9wpYZiRz/P4CHJ5J5arrA==

*

f5707059 Location:

Variable Format: character

Notes: UNF:6:kRDj0o4eIjH6FIPuF0MOSQ==

*

f5707059 Location:

Variable Format: character

Notes: UNF:6:teLH4NUDK2sLIPWQRqbwNA==

*

f5707059 Location:

Variable Format: character

Notes: UNF:6:NINVHErbVEODShrpXJcc7A==

*

f5707059 Location:

Variable Format: character

Notes: UNF:6:ogHeo7HHPiRdrubeUjkN1A==

*

f5707059 Location:

Variable Format: character

Notes: UNF:6:BtrUTwTGE6rdJTR/Dy3BBw==

*

f5707059 Location:

Variable Format: character

Notes: UNF:6:HvMhdvB3odfAHPlX74pXUw==

*

f5707059 Location:

Variable Format: character

Notes: UNF:6:EJZpftuAo92R/vaHypC1Iw==

*

f5707059 Location:

Variable Format: character

Notes: UNF:6:XetaDUZPlfTsH13lBBbVZQ==

*

f5707059 Location:

Variable Format: character

Notes: UNF:6:dQX51rmm1+/RSEzpInXYQQ==

7121

f5707059 Location:

Variable Format: character

Notes: UNF:6:+Fi2ID7ndqatjqrKzrtUEw==

2720

f5707059 Location:

Variable Format: character

Notes: UNF:6:2lox1j10NT2KzhgJQfmv3A==

679

f5707059 Location:

Variable Format: character

Notes: UNF:6:cINQShdxYP2Bu4msaKo4Vw==

210950

f5707059 Location:

Variable Format: character

Notes: UNF:6:DDKEq141vGXzh//lcbsA+g==

79433

f5707059 Location:

Variable Format: character

Notes: UNF:6:xfOBZy6D/O3IwSJWrGY6Gw==

68823

f5707059 Location:

Variable Format: character

Notes: UNF:6:QGYHF2mSppy7Gr1Fju9QXg==

3900

f5707059 Location:

Variable Format: character

Notes: UNF:6:8s1okVH6m3wAdvTU63/wUQ==

60845

f5707059 Location:

Variable Format: character

Notes: UNF:6:TY70z32/U8fKG2cyQNkFBQ==

121045

f5707059 Location:

Variable Format: character

Notes: UNF:6:DD0GL8r+LJLlI5rwTdS1iA==

1286

f5707059 Location:

Variable Format: character

Notes: UNF:6:CrCKtOC5sqBEAMAh335cpg==

1482

f5707059 Location:

Variable Format: character

Notes: UNF:6:vp2zvpgNZOGLsWab0vx/MA==

4215

f5707059 Location:

Variable Format: character

Notes: UNF:6:zOAjBw+mHlBXQTbahWlCbA==

70408

f5707059 Location:

Variable Format: character

Notes: UNF:6:+YWTGbgdS6pHRrrPCYSJLQ==

2949

f5707059 Location:

Variable Format: character

Notes: UNF:6:Z9TiM/I8ag+q4q9y0NlhPg==

4152

f5707059 Location:

Variable Format: character

Notes: UNF:6:paJZ8IKdkahg0LdMLIe4pw==

70483

f5707059 Location:

Variable Format: character

Notes: UNF:6:qZr7fJpd+ar3W/zkxf39bw==

121074

f5707059 Location:

Variable Format: character

Notes: UNF:6:lOOoGWWf2WAjpoZwptj0CQ==

125053

f5707059 Location:

Variable Format: character

Notes: UNF:6:u63gwEWOtgr4dxINFuKl+Q==

238

f5707059 Location:

Variable Format: character

Notes: UNF:6:2YqPgztLETvqNe+NgcuEKg==

121049

f5707059 Location:

Variable Format: character

Notes: UNF:6:lcMbGHpiP7pR157efZljkg==

171474

f5707059 Location:

Variable Format: character

Notes: UNF:6:WgfN+bAwrCwsPgjIgxmcVg==

2961

f5707059 Location:

Variable Format: character

Notes: UNF:6:wkRESkalcBNV8oFVspGA3g==

365

f5707059 Location:

Variable Format: character

Notes: UNF:6:b7Zos1NDwUiyyKXVWe0DDg==

31957

f5707059 Location:

Variable Format: character

Notes: UNF:6:kBWYp3PevS+J7VFGbBQBWQ==

3079

f5707059 Location:

Variable Format: character

Notes: UNF:6:oFzm/41QBj9rrdSwEWbRCQ==

557

f5707059 Location:

Variable Format: character

Notes: UNF:6:lsJ91iRI5pbm2s8PLRA4YA==

527

f5707059 Location:

Variable Format: character

Notes: UNF:6:0fDUv/UJLHFVMMKhuyBIUg==

1103

f5707059 Location:

Variable Format: character

Notes: UNF:6:9vzZG7nOgoz0rwOf2oYEWQ==

121050

f5707059 Location:

Variable Format: character

Notes: UNF:6:BMWFCRpWYiQpyseU+4Ck/Q==

121051

f5707059 Location:

Variable Format: character

Notes: UNF:6:P3sZ8FTAq4+eKx9UzfRx2Q==

121040

f5707059 Location:

Variable Format: character

Notes: UNF:6:1OW7YjTJ93ZpYrzMIBJIOQ==

121041

f5707059 Location:

Variable Format: character

Notes: UNF:6:YQjo/v3uP7tbrYXl6aTGVA==

173847

f5707059 Location:

Variable Format: character

Notes: UNF:6:gYr5FHxRzvZrVgSYwj8ixw==

113525

f5707059 Location:

Variable Format: character

Notes: UNF:6:fNTq/St6oTWJhLjQx1Z2ug==

113534

f5707059 Location:

Variable Format: character

Notes: UNF:6:xe0v0v7Mk1MHzLsBYRoPoQ==

28796

f5707059 Location:

Variable Format: character

Notes: UNF:6:FCYLC6gj/8jpMXawO8UzzA==

12043

f5707059 Location:

Variable Format: character

Notes: UNF:6:iGGtg7IELMv1PlH44EwvPA==

11968

f5707059 Location:

Variable Format: character

Notes: UNF:6:1bNVrmrOeGiUbkKqIUBGVw==

9028

f5707059 Location:

Variable Format: character

Notes: UNF:6:lgf2MckMCmp/BiLNB9i17g==

172403

f5707059 Location:

Variable Format: character

Notes: UNF:6:xPQVM5+2NNv3T/h6+HeNCQ==

75261

f5707059 Location:

Variable Format: character

Notes: UNF:6:5c3hqaKW+u8TXnkh+xqyKA==

76700

f5707059 Location:

Variable Format: character

Notes: UNF:6:O7aM/YD7xx2Y6L3XNpqIOg==

78197

f5707059 Location:

Variable Format: character

Notes: UNF:6:UrsysipeTb1jM0mZbc0Olw==

210696

f5707059 Location:

Variable Format: character

Notes: UNF:6:9APRADIKr1lNMGuALMy8TQ==

121058

f5707059 Location:

Variable Format: character

Notes: UNF:6:yDSJGI4+SLzLPtVGbuIkXw==

2360

f5707059 Location:

Variable Format: character

Notes: UNF:6:vXDs/EeASjeVBnFuSEni1A==

173866

f5707059 Location:

Variable Format: character

Notes: UNF:6:gt6iW+KrlTcIBun2toohsA==

54141

f5707059 Location:

Variable Format: character

Notes: UNF:6:69L6eNPzJNJ4yUbOLPsFVQ==

121042

f5707059 Location:

Variable Format: character

Notes: UNF:6:rB+ad62OTNGqLwODXIo+oQ==

121062

f5707059 Location:

Variable Format: character

Notes: UNF:6:k3USG2HP2UjKHs21t77yzw==

121063

f5707059 Location:

Variable Format: character

Notes: UNF:6:MEU9cLKT4EnBC0/QxlIvPQ==

121064

f5707059 Location:

Variable Format: character

Notes: UNF:6:HSQod67LBp7TRJs+qij7ww==

72586

f5707059 Location:

Variable Format: character

Notes: UNF:6:QF+F/pNgPpamvBOT2z75Hw==

1001

f5707059 Location:

Variable Format: character

Notes: UNF:6:2BLoAXYpcj9N63GdCMlglA==

171257

f5707059 Location:

Variable Format: character

Notes: UNF:6:pZQH/MO3SKZ+tclGECd1Zg==

121067

f5707059 Location:

Variable Format: character

Notes: UNF:6:DkfE8HxnIoKy746Yp0Wo3A==

121068

f5707059 Location:

Variable Format: character

Notes: UNF:6:gNoScirLCl9C6sklQUeKbQ==

121043

f5707059 Location:

Variable Format: character

Notes: UNF:6:lGcwqbFbAWPSvaYf4jwqng==

121069

f5707059 Location:

Variable Format: character

Notes: UNF:6:dNLy43dzzBsLClJUGhmYeQ==

121070

f5707059 Location:

Variable Format: character

Notes: UNF:6:kbsBr4EH8q3gqVZ2aHDRoA==

121071

f5707059 Location:

Variable Format: character

Notes: UNF:6:whMUd4Ciqn6JTnYA8ngOkw==

80449

f5707059 Location:

Variable Format: character

Notes: UNF:6:9MsDrlybNI2WS5wwkF7Fdg==

80451

f5707059 Location:

Variable Format: character

Notes: UNF:6:fUz08jYWa6jcrnIN5Df1yw==

80452

f5707059 Location:

Variable Format: character

Notes: UNF:6:7kjYgzk+olw9kePJ6nxBfw==

80455

f5707059 Location:

Variable Format: character

Notes: UNF:6:STj4VczLiMsPpZ0hT63gcw==

80458

f5707059 Location:

Variable Format: character

Notes: UNF:6:EL1YYoalGFwzicI+D6P9AA==

80459

f5707059 Location:

Variable Format: character

Notes: UNF:6:WbS7FLWd2LoFML2girZ3MA==

80488

f5707059 Location:

Variable Format: character

Notes: UNF:6:+484X2b43dRqN9YFW1Ogdw==

80515

f5707059 Location:

Variable Format: character

Notes: UNF:6:n5HP9teqfudTTk9rGuaEnQ==

80542

f5707059 Location:

Variable Format: character

Notes: UNF:6:xTypuWBZen2WnlzfV+fYRw==

80541

f5707059 Location:

Variable Format: character

Notes: UNF:6:whYCVvZY15whq7IICJWomg==

173861

f5707059 Location:

Variable Format: character

Notes: UNF:6:aH7i6EjLFfuY6FE2r5USIg==

74719

f5707059 Location:

Variable Format: character

Notes: UNF:6:tEufEGWxNB2QQ54Yace4GA==

3025

f5707059 Location:

Variable Format: character

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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Variable Format: character

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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DCob18-2521

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Variable Format: character

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DCob18-2521

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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DCob18-2521

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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Variable Format: character

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DCob18-2521

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