slides ph d xavier de pedro 2007

No Slide Title

Situacions d'anxia en zones esturiques sense forament mareal

una aproximaci als balanos de producci/consum d'oxigen

Xavier de Pedro Puente

Tesi doctoral. 2007.

Departament d'Ecologia. Universitat de Barcelona

http://gclub.ub.es/xdp07

Anoxic situations in estuarine zones without tidal forcing

an approach to the oxygen production/consumption budgets

Xavier de Pedro Puente

Ph. D. Thesis. 2007.

Ecology Department. University of Barcelona

http://gclub.ub.es/xdp07

Anoxic events in estuarine zones without tidal forcing

0. Introduction

1. Hydrodynamics

2. Physics-Chemistry & Meteorology

3. Hypoxic episode in 1997

4. Water column

5. Benthos

6. Oxygen budgets

7. Conclusions

(Annexes [4] + CD with software)

Alfacs Bay

Ebre RiverDelta

WasteTreatmentPlantTownSand Bar (= Alfac)MEDITERRANEANSEAAlfacsPeninsulaRice FieldsBrackish LagoonsFW Canals

Salt Factory S1S2S3Mussel platforms

xxx0. Introduction

ALFACS BAY (Ebro Delta, Spain)

Length 13 KmWidth 4 KmSurface 40x106 m2Mean Depth 3.13 mMax. Depth 6.5 m

0. Introduction 3. Hypoxic episode in 19976. Oxygen Budgets
1. Hydrodynamics 4. Water column7. Conclusions
2. Phys.-Chemistry & Meteorology 5. Benthos

BocaMig

Cua

Oxygen concentration in water may become lower than 3 mg l-1 (hypoxia)

Anoxic events: rare, but exist

Negative effects on biota (Diaz & Rosenberg 1995)

S2 - Alfacs BayThe problem: hypoxic events (just some summers)


+ GPP Phytoplankton- Water column respiration+ NPP macroalgae+/- Exchange with atm.+/- Transport (advection and exchange)- Sediment & benthic fauna respiration

02km{DO =

Conceptual Framework


OMMELOxygen Model for Microtidal Estuaries & Lagoons

o.m.

- DO > 150% sat.

2. Phy-Chemistry & Meteor. 5. Benthos

1. Hydrodynamics

Potentially: Wind > Freshwater

Usually: Freshwater > Wind

2. Physics-Chemistry & Meteorology in the nineties

Any changes in variables?

Temp., wind speed, solar radiation, net rainfall, nutrients, ...

Results not consistent, in general

Results

2. Phy-Chemistry & Meteor. 5. Benthos

3. Hypoxic episode in 1997

16-21 September

Multiparametric sonde (data every 10')

Days 16-19: stratification

Day 20: Wind=>Mixing


S1 S2 S3

S1 S2 S3

S2

Sal.(psu)

Temp.(C)

DO.(mgO2 l-1)


4. Water column processes

Seasonal dynamics for:

4a. Plankton production: Gross (PGP), Net (PNP)

Chlorophyll a (Chl.a: mg m-3)

Productivity (pp_chla: mg O2 mg-1Chla h-1)

PGP (mg O2 h-1)

4b. Physical processes

Exchange with atmosphere, Hydrodynamics

4c. Water column respiration

average pp_chla (net) = 38 mgO2 mgChla-1 h-1Anoxic events in estuarine zones without tidal forcing

4a. Plankton Production

Productivity of Chl a (pp_chla): estimation processes (A) and (B)

(A) through all net diel changes

(B) through net diel changes minus physics

DO(mg l-1)

days

Net diel change

4b. Exchange with atmosphere

Wind aeration (DOwae): f(T, S, WS) (Wanninkhof, 1992)

Ca= [DO] in water at 100% sat. of O2, given a T. and S.

Cw=[DO] in water

k=O2 transfer coefficient (L T-1)

u= wind speed (m s-1)

Sc=Schmidt number

T=temperature (C), S=salinity (psu)


4c. Water column respiration (BOD5)

BOD5 through incubation of field water samples in sealed bottles for 5 days in 2 Temp.

BOD rate per hour linearly interpolated, and corrected to field temperature

Same range as nightly change in dissolved oxygen in field water column, in general



Overall results for Water column (4a + 4b + 4c)

Winter: active [Chl. a] (correlated with DO, p Macroalgae

Main sinks: Sediment Resp. > Exchange with Atm., Plankton

O2 exportation to air and open sea.

0. Introduction 3. Hypoxic episode in 19976. Oxygen budgets

Model (OMMEL) fit: good for most 1997.

Possible source of discrepancies:

Underestimation of advective and exchange processes (seiches, internal waves, real freshwater inflows through channels or phreatic water) from November to March.

Dissolved Oxygen most sensitive to water turbidity

Plus: phytoplankton biomass and productivity, sediment respiration (lower layer) | wind speed, saturation irradiance, BOD (upper layer)

80% of Chl.a end summer lower layer: inactive


The presence of macroalgae: shift in sign of oxygen balance in the lower layer

In annual basis, whole ecosystem (including physical processes) has oxygen incomes and outcomes quite balanced, for the whole bay and all water column. Only benthos in station S3 (Cua) is slightly heterotrophic

Net biological production in Alfacs: 326 g C m-2 y-1 ( mesotrophic eutrophic; Nixon 1995)


Hypoxic events are not caused by an only factor, isolated and identifiable, but for the coincidence in space and time of a set of them:

high temperature, water column turbidity, high macrophyte biomass and sediment respiration and wind absence, among others.

Hypoxic situation seems to be kept while these conditions do not substantially change and there is:

little deep water renewal, lack of advective flow by intrusion of salt water from the exterior, or by lack of non-advective flow with the upper layer.


Hypoxia decreases and can end up disappearing when:

either occasional strong winds or weaker winds but more continued, which break or erode water column stratification, or when there is deep water renewal by external marine water entrance, caused by, for instance, freshwater inflow through the channels.

Range of maneuver to reduce risk of anoxia is low

Management chance: freshwater inflows to the bay


Acknowledgements

Department of Ecology. University of Barcelona.

Dr. Javier Romero (head and Ph.D. supervisor)

Collaborators:

Dr. Marta Prez, Marta Manzanera, Olga Invers, Pere Renom, Fiona Toms.

This Ph. D. work has been possible due to a 4 year grant from the Spanish Ministry of Education and Science, and a 7 month Marie Curie (EU - FP5) Fellowship in Norway

Institute of Marine Sciences. Consejo Superior de Investigaciones Cientficas (ICM-CSIC)

Dr. Jordi Camp (head and Ph.D. supervisor)

Collaborator: Mercedes Mas

And thanks to many many more... ;-) See: http://gclub.ub.es/xdp07

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El grfic de NO3 i NH4 estaven mallament titolats: m'havia confs i havia posat NH4 al grfic de nitrat i viceversa. Corregit el 18706/01.

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95miF19/04/199519341085,836,4017,37526,522,3AF95 AF 95miF25/04/1995194011436,0015,726,592,2AF95 AF 95miF03/05/199519481228,936,7016,311326,992,7AF95 AF 95miF09/05/199519541287,937,1017,210327,082,8

ClaseFrecuenciaClaseFrecuenciaClaseFrecuenciaClaseFrecuencia0,1721 0,0541 0,1221 0,0771 0,43355 0,92429 0,43155 0,83621 0,6942 1,79325 0,7402 1,59522 0,9551 2,6622 1,0490 2,3549 1,2160 3,5321 1,3582 3,1133 1,4771 4,4010 1,6670 3,8724 1,7370 5,2711 1,9760 4,6310 y mayor...1 y mayor...2 y mayor...1 y mayor...1 ClaseFrecuenciaClaseFrecuenciaClaseFrecuenciaClaseFrecuencia0,0003 0,0102 0,01010 0,0103 0,09971 0,51734 0,03920 0,88758 0,19813 1,02328 0,06819 1,76317 0,2972 1,5306 0,09721 2,6408 0,3960 2,0378 0,1266 3,5171 0,4940 2,5438 0,1545 4,3930 0,5930 3,0500 0,1832 5,2700 0,6920 3,5573 0,2124 6,1471 0,7911 4,0631 0,2410 7,0231 y mayor...1 y mayor...1 y mayor...3 y mayor...1 ClaseFrecuenciaClaseFrecuenciaClaseFrecuenciaClaseFrecuencia0,0002 0,0004 0,0101 0,0001 0,25626 10,71456 0,29338 1,66425 0,51126 21,4290 0,57617 3,32913 0,7674 32,1430 0,8593 4,99311 1,0231 42,8570 1,1410 6,6579 1,2790 53,5710 1,4241 8,3210 1,5341 64,2860 1,7070 9,9860 y mayor...1 y mayor...1 y mayor...1 y mayor...2 ClaseFrecuenciaClaseFrecuenciaClaseFrecuenciaClaseFrecuencia0,0107 0,0402 0,01012 0,1101 0,10622 4,25857 0,11418 1,23943 0,20120 8,47622 0,21916 2,36814 0,29713 12,6936 0,32314 3,4979 0,39211 16,9111 0,42811 4,6266 0,4888 21,1292 0,53210 5,7546 0,5836 25,3470 0,6376 6,8833 0,6792 29,5640 0,7410 8,0124 0,7741 33,7820 0,8460 9,1412 y mayor...1 y mayor...1 y mayor...3 y mayor...2 ClaseFrecuencia0 1 1,4 7 ClaseFrecuencia2,8 21 0,003 4,2 10 4,6954 5,6 9 9,371 7 5 14,060 8,4 3 18,740 y mayor...2 23,430 28,110 y mayor...1 ClaseFrecuencia0,503 2,0922 ClaseFrecuencia3,6819 0,102 5,2718 5,3463 6,868 10,5914 8,448 15,831 10,033 21,082 11,621 26,322 13,212 31,570 y mayor...2 36,810 42,060 y mayor...1

muestraestacidatadiajul90diajulanualChl aAS 91miS07/03/1991430650,4AS 91miS15/03/1991438731,7AS 91miS21/03/1991444793,0AS 91miS04/04/1991458931,5AS 91miS23/04/19914771121,4AS 91miS01/05/19914851200,9AS 91miS29/05/19915131481,9AS 91miS12/06/19915271622,7AS 91miS20/06/19915351704,5AS 91miS27/06/19915421776,1AS 91miS10/07/19915551904,0AS 91miS19/07/19915641991,8AS 91miS23/07/19915682031,6AS 91miS01/08/19915772122,5AS 91miS06/08/19915822173,0AS 91miS13/08/19915892242,9AS 91miS20/08/19915962311,7AS 91miS01/10/19916382730,0AS 91miS08/10/19916452809,0AS 91miS15/10/19916522875,9AS 91miS22/10/19916592944,5AS 91miS05/11/19916733084,7AS 91miS12/11/19916803153,6AS 91miS19/11/19916873225,4AS 91miS26/11/19916943297,3AS 92miS08/01/199273772,0AS 92miS14/01/1992743131,6AS 92miS21/01/1992750201,5AS 92miS28/01/1992757272,6AS 92miS04/02/1992764341,9AS 92miS11/02/1992771411,8AS 92miS18/02/1992778481,3AS 92miS25/02/1992785551,5AS 92miS03/03/1992792622,2AS 92miS10/03/1992799692,8AS 92miS01/04/1992821911,2AS 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94miF15/12/199418093484,836,2016,46126,585,10,190,230,456,89AF94AF 94miF20/12/199418143538,236,0014,510026,856,30,030,620,456,43AF94AF 94miF28/12/1994182236135,7010,027,507,60,260,430,263,50AF95AF 95miF03/01/1995182829,635,509,510527,4311,60,020,640,030,40AF95AF 95miF10/01/1995183597,735,407,98127,609,40,013,210,010,54AF95AF 95miF17/01/199518421635,707,727,8722,60,017,900,081,19AF95AF 95miF24/01/19951849232,736,209,73027,9423,90,085,740,475,79AF95AF 95miF31/01/19951856306,935,6010,37727,3747,30,021,470,315,21AF95AF 95miF06/02/19951862369,034,9011,210226,6617,70,020,320,419,77AF95AF 95miF15/02/19951871457,236,7013,48627,634,10,016,610,5410,27AF95AF 95miF21/02/19951877517,135,5013,58526,687,40,130,690,317,07AF95AF 95miF02/03/19951886608,236,0011,89527,418,00,010,180,125,36AF95AF 95miF09/03/19951893678,335,8011,29527,366,90,010,840,112,72AF95AF 95miF14/03/199518987235,7011,627,215,50,040,210,070,35

maxi5yef.wk1muestraaFjulTFJulPO2(mg/l) S TO2(%)SigmatDST+ O2brut Cl-a[PO4][NH4][NO2][NO3]AS 90135 8,4 32,2 21,5 11522,233,948,4 2,3 AS 90141 6 35,5 22,9 8624,342,696 0,9 AS 90149 8,4 35 22,2 11824,161,398,4 0,9 AS 90155 6,9 34 23,8 9922,942,446,9 2,3 AS 90163 6,8 33,8 21,4 9423,472,386,8 3,7 AS 90169 7,4 33 23,6 10522,252,637,4 4,7 AS 90176 6,4 32,5 25,1 9321,423,366,4 3,4 AS 90183 7,5 33 25,6 11121,651,697,5 4,5 AS 90191 2,9 AS 90205 8 32 28,3 12320,053,188 AS 90212 7,7 32 27,8 11720,211,797,7 AS 90218 6,5 35,34 28,71 10222,422,296,5 AS 90225 34,3 27,8 21,941,84AS 90234 6,4 33,4 27,7 9821,292,406,4 1,6 AS 90240 6,4 33,4 26,8 9721,582,806,4 2,1 AS 90247 7,4 31,7 24,9 10720,883,107,4 3,8 AS 90253 8,1 33,4 25,8 12021,892,308,1 5,2 AS 90261 6,9 34,1 25,4 10222,541,406,9 5,7 AS 90270 6,6 31,2 24,5 9520,624,016,6 6,5 AS 90276 6,6 32,1 25,1 9621,122,956,6 AS 90288 10,6 30 21 14220,694,6110,6 4,3 AS 90296 7,4 33,2 19,6 9823,491,307,4 1,2 AS 90312 33,1 16,5 24,171,853,7 AS 90317 7,5 16,7 77 7,5 2,5 AS 90325 6,9 32,5 15,9 8523,851,786,9 1,7 AS 90338 8,2 34,2 11,1 9226,130,028,2 1,3 AS 90351 10,4 34 7,4 10826,580,3810,4 1,5 AS 91373 8 10,433,20 9,60 11325,611,89112,9 1,4 AS 91379 14 9,434,60 8,50 10126,880,24100,5 0,4 AS 91386 21 9,534,50 8,90 10226,740,33102,4 1,3 AS 91393 28 9,233,60 8,80 9826,051,4398 0,8 AS 91402 37 9,233,60 10,20 10125,832,28101 1,4 AS 91408 43 9,134,40 9,00 9826,651,3298 0,9 AS 91417 52 8,934,60 10,20 9926,610,7999 1,4 AS 91423 58 9,434,50 12,30 10926,141,11109 1,8 AS 91430 65 8,635,10 13,10 10126,450,44101 0,4 0,33 1 0,22 5,2 AS 91438 73 8,134,40 13,80 9725,771,0897 1,7 0,22 1,4 0,27 4,8 AS 91444 79 8,933,40 14,60 10724,831,27107 3 0,31 0,3 0,03 6 AS 91458 93 8,334,00 14,90 10125,221,49101 1,5 0,27 1,4 0,11 7 AS 91464 99 8,034,70 15,00 9825,741,4198 2 AS 91477 112 8,435,10 13,70 10026,330,15100 1,4 0,25 1,4 0,18 5,6 AS 91485 120 7,534,80 15,90 9425,620,5694 0,9 0,35 5,3 1,51 6,8 AS 91499 134 8,333,20 16,80 10524,181,32105 1,5 AS 91506 141 7,530,20 18,70 9621,434,2096 1,4 AS 91513 148 8,431,80 21,00 11322,064,38113 1,9 0,57 0,71 1,79 9,09 AS 91527 162 7,433,80 22,20 10423,251,33104 2,7 0,33 1,08 0,21 5,08 AS 91535 170 7,634,30 20,30 10324,151,89103 4,5 0,35 6,14 0,37 0,53 AS 91542 177 7,731,80 25,10 11220,903,85112 6,1 0,28 1,25 0,28 0 AS 91555 190 7,334,10 26,60 11022,172,47110 4 0,72 1,38 0,13 0 AS 91564 199 6,734,80 27,20 10322,512,17103 1,8 0,25 0,87 0,13 0 AS 91568 203 6,733,70 29,00 10521,093,41105 1,6 0,29 0,87 0,25 2,55 AS 91577 212 6,234,90 25,80 9323,020,5793 2,5 0,27 0,75 0,19 1,39 AS 91582 217 7,135,00 26,30 10722,941,25107 3 0,27 0,45 0,07 0,82 AS 91589 224 7,032,00 26,70 10420,563,36104 2,9 0,3 0,54 0 AS 91596 231 8,228,10 105 105 1,7 0,3 0,72 0 0,18 AS 91631 266 6,833,80 27,40 10421,692,54104 9,5 AS 91638 273 6,134,80 21,90 8524,100,8485 0,00 0,27 4,75 0,42 3,89 AS 91645 280 31,50 22,30 21,484,110 9,00 0,29 1,01 0,47 5,58 AS 91652 287 7,332,90 19,20 9623,372,0496 5,90 0,29 0,65 0,37 1,51 AS 91659 294 5,734,00 16,80 7224,790,5372 4,50 0,28 0,77 0,29 3,93 AS 91667 302 8,932,10 15,90 10923,543,44109 4,90 AS 91673 308 7,634,20 16,20 9525,091,6495 4,70 0,26 1,28 0,17 2,75 AS 91680 315 8,732,40 13,60 10224,263,07102 3,60 0,21 0,71 0,32 7,9 AS 91687 322 7,835,60 13,80 9426,690,6294 5,40 0,24 1,16 0,34 6,39 AS 91694 329 9,334,00 11,00 10426,001,43104 7,3 0,2 0,62 0,29 4 AS 91709 344 8,834,00 11,80 10025,851,81100 5,90 AS 91715 350 8,934,20 11,60 10126,041,38101 4,00 AS 91722 357 8,635,00 11,20 9726,740,1197 2,10 AS 92737 7 8,935,40 7,80 9427,620,7294,0 2,0 0,23 0,66 0,43 7,25 AS 92743 13 9,434,70 8,40 10026,980,89100,0 1,6 0,22 1,01 0,42 9,90 AS 92750 20 10,034,90 7,30 10427,300,54104,0 1,5 0,23 1,01 0,36 7,76 AS 92757 27 9,835,30 6,90 10127,670,50101,0 2,6 0,20 1,01 0,25 5,76 AS 92764 34 9,734,00 7,60 10126,551,79101,0 1,9 0,17 0,68 0,34 5,40 AS 92771 41 9,934,90 8,80 10627,070,83106,0 1,8 0,20 0,65 0,33 5,49 AS 92778 48 9,135,30 10,50 10227,100,47102,0 1,3 0,18 0,73 0,28 5,37 AS 92785 55 8,636,10 9,80 9527,850,6095,0 1,5 0,32 1,48 0,24 2,12 AS 92792 62 8,736,00 11,80 10127,410,16101,0 2,2 0,48 0,35 0,25 6,49 AS 92799 69 8,635,50 12,50 10026,880,64100,0 2,8 0,20 0,54 0,29 8,25 AS 92821 91 7,936,00 11,00 9027,560,3789,9 1,2 0,26 0,84 0,32 3,61 AS 92827 97 8,236,40 13,20 9827,440,2498,0 0,7 0,26 1,10 0,27 6,21 AS 92834 104 8,335,60 14,30 10126,590,82101,0 0,8 0,24 0,95 0,27 6,95 AS 92842 112 8,136,70 15,30 10127,220,03101,0 2,2 0,21 1,33 0,37 5,16 AS 92848 118 8,836,10 18,80 11725,911,43117,0 2,7 0,19 0,35 0,37 5,16 AS 92863 133 8,933,30 20,50 12023,343,07120,0 3,2 0,20 0,63 0,56 2,78 AS 92869 139 8,135,80 21,70 11324,912,13113,0 4,8 0,19 0,52 0,10 1,07 AS 92876 146 7,935,10 22,40 11124,181,65111,0 2,7 0,21 1,64 0,58 10,50 AS 92886 156 7,834,20 21,80 10923,672,18109,0 5,6 0,33 0,54 0,26 3,02 AS 92890 160 7,934,40 20,50 10824,171,72108,0 3,5 0,20 0,05 0,06 1,05 AS 92908 178 5,534,00 21,90 7623,492,3776,0 4,4 0,19 1,87 0,79 8,83 AS 92912 182 7,734,10 23,20 10923,201,62109,0 4,9 2,00 0,78 0,24 2,09 AS 92918 188 7,034,90 22,50 9924,001,3899,0 3,9 AS 92925 195 6,834,20 25,40 10122,622,29101,0 0,30 1,34 0,08 75,00 AS 92932 202 7,331,20 27,70 11019,645,39110,0 2,9 0,25 0,89 0,05 1,22 AS 92939 209 6,634,17 28,20 10221,713,63102,0 1,9 0,21 0,26 0,02 1,24 AS 92953 223 32,60 27,10 20,883,450,24 0,90 0,21 2,00 AS 92967 237 6,633,70 27,90 10221,452,70101,7 3,3 0,18 0,86 0,34 1,87 AS 92974 244 6,634,40 24,60 9723,011,8197,0 5,3 0,21 1,09 0,04 0,51 AS 92981 251 7,034,30 24,10 10223,082,53102,0 7,4 0,19 0,51 0,07 0,81 AS 92989 259 7,231,20 24,70 10420,565,02104,0 6,9 0,17 1,49 0,17 2,31 AS 92995 265 7,134,70 24,80 10523,181,77105,0 6,1 0,25 0,97 0,03 0,66 AS 921002 272 7,831,30 21,70 10721,493,70107,0 9,8 0,27 1,12 0,57 3,63 AS 921019 289 0,30 1,22 0,63 7,23 AS 921022 292 8,633,60 16,40 10824,580,00108,0 8,2 AS 921037 307 8,633,50 15,90 10624,621,98106,0 3,0 0,29 1,87 0,37 2,14 AS 921058 328 9,830,90 14,30 11522,963,96115,0 8,4 1,39 3,42 0,01 0,43 AS 921079 349 9,332,15 10,70 10224,613,30102,0 5,8 0,35 1,68 0,33 6,16 AS 921093 363 11,212,00 104 104,0 4,0 AS 931099 4 9,633,50 9,50 10425,861,06104,0 0,9 AS 931106 11 9,733,40 8,60 10325,931,09103,0 4,1 0,05 0,98 0,49 7,6 AS 931113 18 0,05 0,99 0,52 4,88 AS 931120 25 9,235,20 9,70 10127,160,24101,0 2,4 0,05 1,01 0,87 11,27 AS 931134 39 9,334,69 10,70 10426,591,26104,0 2,0 0,04 0,97 0,4 6,17 AS 931141 46 9,234,80 11,10 10426,601,11104,0 1,7 0,03 1,03 0,44 5,67 AS 931155 60 9,134,00 8,60 9726,401,6897,0 0,8 0,03 0,86 0,27 4,86 AS 931169 74 8,434,80 13,50 10026,141,59100,0 1,3 0,08 0,79 0,44 2,29 AS 931176 81 8,735,00 15,80 10925,791,55109,0 0,16 0,79 0,26 8,83 AS 931183 88 7,934,60 15,40 9825,581,1598,0 1,6 0,01 0,44 0,31 6,79 AS 931190 95 7,836,00 15,00 9626,740,2896,0 1,6 0,04 0,3 0,27 1,75 AS 931198 103 8,036,30 16,30 10126,680,21101,0 0,8 0,02 0,32 0,21 2,62 AS 931204 109 8,035,90 16,80 10226,250,40102,0 1,0 0,01 0,14 0,16 2,48 AS 931211 116 36,1 17,8 26,171,12AS 931218 123 36,1 18,1 26,091,88AS 931225 130 35,6 19,5 25,352,04AS 931232 137 32,1 19,6 22,664,793,6 0,05 0,69 0,54 9,25 AS 931239 144 31,9 19,6 22,504,761,9 0,05 0,37 0,17 0,34 AS 931246 151 34,5 23,1 23,531,692,6 0,05 0,43 0,03 0,18 AS 931255 160 33,8 22,2 23,253,123,4 0 0,38 0,36 3,79 AS 931260 165 35,1 25,3 23,332,964,1 0 0,24 0,07 0,86 AS 931267 172 35,4 25,9 23,371,994,3 AS 931274 179 34,8 25,2 23,131,69AS 931281 186 34,9 23,6 23,690,023,9 0,07 0,93 0,17 0,19 AS 931288 193 34,4 26,4 22,462,532,3 0,07 0,64 0,07 1,43 AS 931295 200 35,2 25,9 23,221,98AS 931303 208 36,7 24,9 24,661,392,9 AS 931309 214 34,4 26,7 22,362,622,4 AS 931316 221 34,9 27,5 22,482,202,7 AS 931323 228 33,6 27,3 21,573,312 0,05 0,46 0,14 0,99 AS 931330 235 34,3 24,9 22,841,514 0,1 0,53 0,03 0,06 AS 931337 242 32,1 25,1 21,123,164,1 0,12 0,43 0,03 0,04 AS 931344 249 31,5 20,9 21,861,978,5 0 0,19 0,12 0,86 AS 931352 257 7 0,07 0,21 0,16 0,04 AS 931358 263 30,7 24 20,392,746,7 0,03 2,1 0,05 0,11 AS 931366 271 34,7 18,6 24,890,963,2 0,04 2,22 0,47 5,42 AS 931373 278 33,3 18,7 23,801,918,6 0,04 2,1 0,54 4,18 AS 931379 284 33,2 19,6 23,493,205,6 0,05 1,94 0,21 0,05 AS 931386 291 34,9 18,3 25,121,994,5 0,04 1,85 0,12 0,87 AS 931393 298 32,5 13,6 24,342,593,9 0,07 1,86 0,36 5,11 AS 931401 306 32,9 15,7 24,202,792,8 0,07 0,64 0,37 10,46 AS 931407 312 30,2 15,3 22,214,217,5 0,01 1,05 0,2 4,4 AS 931414 319 32,6 14,6 24,212,257,4 0,06 0,74 0,11 0,6 AS 931421 326 32,9 12,2 24,922,305,8 0,06 0,6 0,15 2,08 AS 931428 333 31,5 11,8 23,912,938 0,05 0,63 0,03 0,15 AS 931436 341 32,2 12 24,422,986,4 0,23 0,91 0,09 0,97 AS 931439 344 26,9 12,3 20,267,395,2 0,04 1,82 0,29 10,32 AS 931449 354 32,6 11,2 24,873,005,7 0,03 0,95 0,07 0,05 AS 931456 361 33,5 9,8 25,811,800,18 1,55 0,13 1,47 AS 941464 3 10,8 7,2 0,07 0,72 0,21 5,86 AS 941471 10 9,033,8 10,4 10025,952,72100 8 0,02 0,48 0,21 2,47 AS 941485 24 10,534,1 7,4 10926,651,12109 5,1 0,09 0,58 0,29 2,32 AS 941492 31 9,934,5 9,5 10826,650,75108 5,4 0,02 0,17 0,21 2,08 AS 941499 38 9,434,9 9,3 10226,990,00102 5,6 0,04 0,14 0,09 0,31 AS 941506 45 8,835,9 10,4 9927,591,1899 1,9 0,02 0,25 0,23 1,66 AS 941513 52 8,135,4 10,8 9127,121,0091 2,5 0,05 0,03 0,19 1,1 AS 941534 73 9,034,4 14,8 10925,551,07109 4,4 0,08 0,23 3,92 AS 941555 94 7,635,8 14,8 9326,630,3993 0,7 0,1 0,52 0,01 0,67 AS 941570 109 8,936 12,5 10427,270,00104 0,5 0,07 1,04 0,13 2,6 AS 941577 116 8,734,5 14,7 10625,651,16106 0,5 0,06 1,71 0,35 7,76 AS 941583 122 7,934,1 19,6 10624,181,50106 0,5 0,11 0,71 0,25 4,72 AS 941590 129 34,5 19,3 24,560,971 0,89 0,5 0,01 4,55 AS 941597 136 7,834,7 20,2 10624,482,04106 0,6 0,14 0,59 0,01 1,16 AS 941606 145 8,035,2 22,4 11324,261,98113 AS 941611 150 7,735,6 23,2 11124,332,26111 3,5 0,09 1,59 0,01 1,16 AS 941618 157 7,435,6 23,9 10724,131,35107 1,3 0,07 0,32 0,01 0,35 AS 941625 164 6,935,1 23,1 9923,980,9899 2,7 0,07 3,16 0,39 4,53 AS 941632 171 36,1 25,2 24,110,481,1 0,09 0,01 0,4 AS 941640 179 7,235,7 24,4 10524,051,30105 1,5 0,09 0,08 0,01 0,71 AS 941653 192 7,334 26,9 11122,002,16111 0,08 0,18 0,06 0,64 AS 941660 199 6,433 27,5 9721,053,2297 AS 941668 207 6,734,5 28,9 10621,721,55106 1,7 0,07 0,52 0,04 0,39 AS 941674 213 35,6 28,8 22,581,061,5 0,09 0,63 0,02 0,31 AS 941681 220 6,033,8 29,2 9421,102,5094 3 0,15 1,45 0,02 0,26 AS 941690 229 7,334,5 28,1 11321,991,88113 10,3 0,16 2,44 0,09 1,96 AS 941695 234 4,033,4 29,1 6220,832,4362 3,1 0,02 0,53 0,07 0,35 AS 941702 241 4,433,7 28,4 6821,291,7668 3 0,12 2,31 0,11 0,27 AS 941709 248 5,635,9 25,8 8423,780,0084 2,3 0,02 0,7 0,11 0,83 AS 941716 255 5,034,5 25,5 7522,811,2175 2 0,01 1,83 0,15 3,05 AS 941730 269 9,119,3 9999 1,6 0,01 2,4 0,11 0,48 AS 941737 276 8,133,2 20,6 10923,232,27109 4,6 0,01 3,27 0,61 20,15 AS 941751 290 4,034,1 20,6 5523,921,6155 14,8 0,02 0,4 0,3 3,39 AS 941758 297 7,733 19,2 10123,442,22101 4,6 0,01 0,12 0,06 4,26 AS 941765 304 5,933,7 18,7 7724,101,0577 2,9 0,01 0,09 0,36 5,38 AS 941772 311 32,6 17,6 23,532,584,9 0,07 0,08 2,27 AS 941779 318 7,433,1 17 9424,061,5094 5,5 0,01 0,19 3,45 AS 941788 327 0,06 2,14 0,67 19,19 AS 941793 332 14,6 3,3 0,01 0,98 0,38 5,11 AS 941800 339 7,933,9 16,1 9924,882,0799 4 0,19 3,06 0,73 38 AS 941809 348 6,534,5 15,2 8025,541,0480 4,4 0,14 0,25 0,5 7,45 AS 941814 353 8,435,2 13,7 10126,410,45101 4,8 0,06 0,29 0,46 7,02 AS 941822 361 35,3 9 27,350,154,4 0,22 0,41 0,32 2,35 AS 951828 2 9,635,5 9,5 10527,430,00105 13,5 0,04 0,89 0,06 0,66 AS 951835 9 9,435 8,1 9927,260,3499 12,9 0,01 4,57 0,03 2,36 AS 951842 16 35,2 8 27,430,4412,1 0,05 1,39 0,03 4,95 AS 951849 23 7,734,6 9,8 8426,671,2784 7 0,01 2,13 0,18 5,93 AS 951856 30 9,934,4 10,9 11126,331,04111 6,9 0,01 0,5 0,51 12,54 AS 951862 36 9,534,5 10,9 10726,400,26107 4,1 0,01 0,23 0,46 13,07 AS 951871 45 8,935,4 12,6 10426,780,85104 3 0,01 0,29 0,4 3,63 AS 951877 51 7,634,9 13,2 9026,280,4090 3,5 0,01 1,46 0,34 3,35 AS 951886 60 8,935,2 11,3 10126,880,53101 8,7 0,02 0,41 0,11 2,48 AS 951893 67 8,635,4 10,5 9627,180,1896 1,9 0,17 0,21 0,08 2,75 AS 951898 72 35,5 11,9 27,000,213,3 0,7 4,04 0,44 4,79 AS 951906 80 7,735,1 14,2 9326,220,6893 AS 951912 86 8,135 15,3 10025,910,26100 2,7 AS 951919 93 6,635,5 15,2 8126,310,3781 2,4 AS 951926 100 35,6 18,1 25,711,551,2 AS 951934 108 5,935,4 17,7 7625,650,8676 4,1 AS 951940 114 35,1 15,9 25,850,742 AS 951948 122 8,132,2 18,5 10523,013,98105 4,8 AS 951954 128 9,133,7 20,8 12423,563,52124 6,9 AF 90135 8,3 36,3 18,4 11026,178,3 1,1 AF 90141 7,1 37,5 18,6 9527,047,1 1 AF 90149 7,7 36,5 21,3 10825,567,7 0,9 AF 90155 7,6 36,8 22,7 10925,397,6 1,3 AF 90163 5,8 37 21,6 8225,855,8 1,3 AF 90169 6,1 36,2 22,9 8724,876,1 1,8 AF 90176 5,9 36,2 23,2 8524,795,9 1,2 AF 90183 7,4 35 25 10923,347,4 2 AF 90191 2,4 A

slides ph d xavier de pedro 2007

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