Limnología y calidad de agua. Elementos fisicoquímicos y biológicos que actúan en los cuerpos de...

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Transcript of Limnología y calidad de agua. Elementos fisicoquímicos y biológicos que actúan en los cuerpos de...

  • Limnologa y calidad de agua

  • Elementos fisicoqumicos y biolgicos que actan en los cuerpos de agua

    -Gases (O2, CO2, CH4, H2S)

    -Iones (Ca+2, Mg+2, Na, K, HCO3, CO3-2, SO4-2, Cl)

    -Calor

    -Luz

    -Geologa

    -Animales y plantas (invertebrados, vertebrados, zooplancton, algas filamentosas, fitoplancton, plantas acuticas, etc.)

    Es importante tener en cuenta que todos estos elementos interaccionan entre s en los lagos determinando las caractersticas de los mismos.

  • Origen de los lagos

    -Glaciales

    -Por movimientos tectnicos

    -Por derrumbes

    -Volcnicos

    -Producidos por ros

    -Lagos en costas

  • Zonas en los lagos

  • Patron Anuale de Circulacin Primavera Principio del Verano Final del Verano Otoo Invierno TempOxiTempOxiOxiOxiOxiTempTempTempHipolimnionTermoclinaEpilimnion

  • Clasificacin de los lagos por su patrn anual de circulacin -Amixis: Cuerpos de agua que nunca circulan. Lagos cubiertos permanentemente de hielo donde el efecto del viento no los mezcla. Presentes en los polos y en altas montaas (Cordillera de los Andes). -Holomixis: Lagos donde el viento mezcla completamente sus aguas.

    Oligomctico: Zonas Ecuatoriales. Son lagos que presentan aguas calientes en todas sus profundidades y que no estn sujetos a cambios por estaciones.

    Monomcticos: Lagos donde existe un solo periodo de circulacin de sus aguas durante el ao. Estos lagos estn frecuentemente presentes en zonas donde existen fuertes cambios climticos. Monomcticos frios: Lagos que su superficie se congela durante el invierno y se estratifican (0o C - 4 C). Durante la primavera se mezclan cuando ocurre el deshielo. Durante el verano no presentan estratificacin (isotrmicos).

    Monomcticos calidos: Lagos estratificados durante el verano y que circulan durante el invierno. Son lagos profundos donde los vientos fros del invierno son causantes de una prdida de calor de las aguas de la superficie lo que hace que su densidad aumente.

  • Concepto

    Limnologa:

    Limnologa proviene del griego limne que significa estanque o lago y loga que significa estudio.

    estudio de las aguas continentales

    Los estudios limnolgicos incluyen a los organismos vivos su biologa y ecologa, tambin incluyen qumica, fsica y geologa.

  • Dimcticos: Son lagos que tienen dos periodos de mezcla de sus cuerpos de agua. Durante el verano y durante el otoo.

    Polimcticos: Son lagos que presentan varis periodos de circulacin. Son lagos que estn mas influenciados por cambios diarios de temperatura que por cambios de estaciones. Generalmente lagos presentes en montaas donde durante el da el agua gana calor y se estratifica (caliente en la superficie y fros en le fondo) y durante la noche la superficie pierde calor lo que produce corrientes de conveccin que destruyen la estratificacin ocurriendo la mezcla de las aguas. -Meromcticos: Lagos que presentan una mezcla parcial de sus aguas. Una gran parte del fondo de estos lagos no se mezclan permaneciendo estancados. Esta regin es anaerbica

  • Ecosistema acutico

    -Comunidad litoral: Se encuentra en los bordes de los cuerpos de agua y esta formada por productores primarios y los grupos que dependen de ellos como herbvoros, omnvoros, carnvoros y los detritvoros.

    -Comunidad planctnica: Se encuentran en la zona pelgica o limntica y esta constituida por bacterias, protozoarios, fitoplancton y zooplancton.

    -Comunidad bntonica: Es la comunidad de animales que se encuentra en el fondo de los lagos. Generalmente dependen del detritos pero tambin se encuentran carnvoros que se alimentan de los herbvoros y detritivoros.

    -Comunidad nectnica: Animales mas grandes que el plancton. La mayora de ellos son peces y algunos invertebrados.

  • Zonas en los lagos

  • Elementos fisicoqumicos y biolgicos que actan en los cuerpos de agua

    -Gases (O2, CO2, CH4, H2S)

    -Iones (Ca+2, Mg+2, Na, K, HCO3, CO3-2, SO4-2, Cl)

    -Calor

    -Luz

    -Animales y plantas (invertebrados, vertebrados, zooplancton, algas filamentosas, fitoplancton, plantas acuticas, etc.)

    -Geologa

    Es importante tener en cuenta que todos estos elementos interaccionan entre s en los lagos determinando las caractersticas de los mismos.

  • Tomado de Gerald A. Cole 1994Tipologa de Lagos

  • Diferencias entre un lago oligotrfico (izquierda) y uno eutrfico (derecha). Los volmenes del hipolimnion son diferentes como tambin el perfil de O2. Tomado de Cole 1994.

  • El xito de la actividad acucola depende de un buen manejo de las condiciones biolgicas y fisicoqumicas del agua. Un estanque que presenta las condiciones de agua ideales para determinada especie, producir peces saludables en mayor cantidad.

  • Caracterstica fisicoqumicas y biolgicas que afectan la calidad del agua-Temperatura -Salinidad-Turbidez y color-Concentracin de plancton-Gases (O2, CO2)-pH-Alcalinidad total y Dureza total-Amonaco -Malezas acuticas-Contaminantes (pesticidas, fertilizantes, metales pesados como mercurio y plomo, etc)

  • AlimentoCO2, NH3, PHeces, NH3, PO2O2FitoplanctonO2No ingerido Descomposicin bacteriana NO2NO3Nitrosoma spNitrobacter spN2N2CO2Nitrificacin CO2Respiracin CO2

  • Temperatura

    Es importante tener presente que los peces son poco tolerantes a cambios bruscos de temperatura. Cambios de tan solo 5oC pueden ser fatales para algunos peces.Los peces en los trpicos estn adaptados a temperaturas entre los 25oC y 32oC. Estas son temperaturas relativamente constantes en zonas tropicales, lo que afecta poco en el crecimiento de los organismos. En zonas fras los peces estn adaptados a temperaturas por debajo de los 20oC (ejemplos: Salmones y truchas). La temperatura esta relacionada con la actividad biolgica. Las reacciones biolgicas incrementan el doble por cada incremento en 10oC (en peces de aguas clidas). Lo que quiere decir que un organismo acutico consumir el doble de O2 a 30oC que a 20oC.

  • Estratificacin trmica en una piscina de cultivo

  • Temperatura

    Una temperatura ideal es un requisito para el crecimiento y desove de los peces. En pequeas instalaciones es posible regular la temperatura utilizando calentadores elctricos o manteniendo los tanques en cuartos con temperatura controlable. Tambin el uso de invernaderos es una practica comn en pases templados.

    En espacios abiertos la temperatura de las lagunas esta determinada por la temperatura ambiente y su control es poco prctico al menos que se tenga agua de una fuente geotrmica.

    En el trpico la variacin en la temperatura no son tan drsticas, por lo cual, este factor no es tomado muy en cuenta en la produccin acucola.

  • oCHoraTemperatura

    Amoniaco

    0.0002028990.00020740970.00000978490.00000978490.00001534670.0000153467

    0.00012999820.00013089040.00000408840.00000408840.00000777780.0000077778

    0.04977449970.02588633950.00169989190.00169989190.01606106970.0160610697

    0.00028441550.02948625350.00013308390.00013308390.01516683920.0151668392

    0.01369233590.00380147720.01164333490.01164333490.00646717590.0064671759

    0.01629011930.00118863480.000746560.000746560.00017450210.0001745021

    0.17455885160.04880901670.02930965170.02930965170.01134444190.0113444419

    0.21129785950.04580856510.09427065250.09427065250.02802618250.0280261825

    0.0873880.0002792810.00741033450.00741033450.00037406570.0003740657

    0.04654166670.00105199530.02787834470.02787834470.00034090.0003409

    0.02924544070.00093009850.03083839570.03083839570.0007866860.000786686

    0.03420137390.01197042640.04180656680.04180656680.00952035830.0095203583

    0.03467913330.04467020.04736769210.04736769210.01601465560.0160146556

    0.04152065070.05524027560.04088225270.04088225270.01592783560.0159278356

    0.01848690.1541420.01169592260.01169592260.04332498760.0433249876

    Amoniaco Exp.

    Amoniaco Con.

    Concentracion (mg/L)

    CONCENTRACION DE AMONIACO

    Amonio

    0.0036257790.0036257790000

    0.0021550.0021550000

    0.82313733330.8405630.04374293040.04374293040.0055942730.005594273

    0.0021550.67808166670.07583170020.075831700200

    0.24259666530.2099466640.35707382330.35707382330.2074077120.207407712

    0.2555960.18331733330.02670167060.02670167060.01383534710.0138353471

    2.74503333332.3676380.55612835740.55612835740.47643052310.4764305231

    1.4521011.27416966670.27653419550.27653419550.17075617160.1707561716

    0.00619823330.01499933330.01811609670.01811609670.00287214440.0028721444

    0.12249983330.10466166670.02641635980.02641635980.08729770320.0872977032

    0.45494983330.10639533330.13565297120.13565297120.41211697350.4121169735

    0.7959070.30460133330.17407923670.17407923670.53683574320.5368357432

    0.89722513330.301460.08174231950.08174231951.010548131.01054813

    1.009050.343940.04890082620.04890082621.09372056981.0937205698

    0.1504691.44164313330.08766510470.08766510470.12687318050.1268731805

    Amonio Exp.

    Amonio Con.

    Concentracion (mg/L)

    CONCENTRACION DE AMONIO

    Nitratos

    000000

    0.1963030.2014021060.01734962090.01734962090.05251462980.0525146298

    00.0012746973000.00220784040.0022078404

    000000

    0.139579347700.07991802680.079918026800

    0.00701083330.64086666670.01214311950.01214311950.55500681380.5550068138

    0.08795400.07638606730.076386067300

    000000

    000000

    000000

    000000

    000000

    000000

    00.6832376167000.23604551010.2360455101

    2.60863333332.33396666671.82072374991.82072374991.45445773171.4544577317

    Nitratos Exp.

    Nitratos Con.

    Concentracion (mg/L)

    CONCENTRACION DE NITRATOS

    Nitritos

    0.00924520170.01258591670.00337018290.00337018290.0022325390.002232539

    0.01209049830.008681590.00604495370.00604495370.00529869850.0052986985

    0.01973351670.00918270730.00619984940.00619984940.00678238420.0067823842

    0.06529920670.01864584330.01611911730.01611911730.0026394970.002639497

    0.06576544670.01759562270.02581654450.02581654450.00507737970.0050773797

    0.09624981330.04766319330.04263877020.04263877020.00512322890.0051232289

    0.07854549650.01887891530.0851613560.0851613560.00528027090.0052802709

    0.04203083670.02703647170.00646786250.00646786250.01142058330.0114205833

    0.05978317330.09789071670.05106696910.05106696910.03816613350.0381661335

    0.1057988560.1392966570.0648131250.0648131250.070474630.07047463

    0.39882663330.01006098530.54675148030.54675148030.00374612410.0037461241

    0.603969740.04847921160.52326850920.52326850920.01189357470.0118935747

    1.11523520330.04834302920.8469381250.8469381250.00577008630.0057700863

    1.62650066670.04820684671.21775589431.21775589430.00353964050.0035396405

    0.41650446670.008584860.36071043370.36071043370.00071205040.0007120504

    Nitritos Exp.

    Nitritos Con.

    Concentracion (mg/L)

    CONCENTRACION DE NITRITOS

    alcalinidad

    2642604444

    77.333333333310021.166010488521.16601048858.32666399798.3266639979

    6889.333333333316.165807537316.165807537344

    64848800

    66.66666666678810.583005244310.58300524436.11010092666.1101009266

    65.333333333380889.2376043079.237604307

    79167.66666666672.08166599952.08166599957.81024967597.8102496759

    91.5136.833333333323.239693055923.239693055910.392304845410.3923048454

    10410740.706264874140.70626487411313

    10711139.849717690339.849717690314.730919862714.7309198627

    118.7101.833333333323.304148414723.304148414715.876712506115.8767125061

    131.733333333393.33333333335.03322295685.033222956819.334252851719.3342528517

    155.9333333333104.466666666712.290375638412.290375638417.711389932317.7113899323

    181115.222.666274506422.666274506420.336174664920.3361746649

    18816731.012094414931.012094414922.455511572922.4555115729

    Alcalinidad Exp.

    Alcalinidad Con.

    Concentracion (mg/L)

    ALCALINIDAD

    dureza

    500498.6666666667442.30940107682.3094010768

    353.3333333333365.333333333311.547005383811.547005383812.858201014712.8582010147

    341.3333333333350.66666666676.11010092666.11010092669.2376043079.237604307

    364367.33333333334411.015141094611.0151410946

    345.33333333333562.30940107682.309401076800

    373.3333333333389.33333333332.30940107682.30940107686.11010092666.1101009266

    376.33333333333542.08166599952.081665999524.758836806324.7588368063

    391.3333333333360.33333333336.02771377336.027713773328.728615235228.7286152352

    407.3333333333367.966666666713.203534880213.203534880230.585998975630.5859989756

    410371.666666666714.106735979714.106735979729.297326385429.2973263854

    424.5666666667380.666666666718.750022222218.750022222231.00537587831.005375878

    441.4666666667387.626.41312804926.41312804933.416163753533.4161637535

    461.7333333333382.333333333324.100069156224.100069156231.895663237131.8956632371

    481.333333333337222.030282189122.030282189136.386810797336.3868107973

    431389.333333333321.656407827721.656407827711.372481406211.3724814062

    Dureza Exp.

    Dureza Con.

    Concentracion (mg/L)

    DUREZA TOTAL

    OD

    8.073333333310.00666666670.48644972330.48644972330.46198845580.4619884558

    8.53666666679.35666666670.55374482690.55374482690.46014490470.4601449047

    7.8411.811.31343062251.31343062250.21633307650.2163330765

    7.588.35333333330.70500591010.70500591010.18083141320.1808314132

    7.456.920.93552124510.93552124510.30413812650.3041381265

    7.85666666678.161.04129726781.04129726780.29484459180.2948445918

    7.76666666677.62333333330.1305118130.1305118130.30270998220.3027099822

    7.40333333335.94333333330.95756635980.95756635980.60912505560.6091250556

    8.566.48333333330.13203534880.13203534880.15132745950.1513274595

    9.23333333337.45666666670.77105987660.77105987660.15143755590.1514375559

    11.10666666674.56333333330.75035547130.75035547130.43085186940.4308518694

    9.44333333333.63333333330.51316014390.51316014390.80754772820.8075477282

    7.971.14666666670.25579940060.25579940060.60555759430.6055575943

    6.714.452.58215026672.58215026670.62553976690.6255397669

    8.90666666675.95666666671.07155650031.07155650030.5873102530.587310253

    7.61666666672.13333333330.41633319990.41633319990.92240627350.9224062735

    8.49333333337.06666666670.56897568780.56897568781.77271919191.7727191919

    7.44333333333.360.80068720480.80068720481.0336504891.033650489

    7.336.262.09064583322.09064583320.34394767040.3439476704

    6.13333333334.09666666671.72540816431.72540816430.41932485420.4193248542

    7.54666666678.921.41361239381.41361239380.77216146840.7721614684

    4.922.77666666670.29143323990.29143323990.50029991010.5002999101

    5.452.53666666670.62803927690.62803927690.150.15

    5.80333333336.840.29137604570.29137604570.51286775420.5128677542

    4.50333333334.76666666670.59651767230.59651767230.78232559290.7823255929

    7.7711.74666666671.08744348511.08744348510.44799553570.4479955357

    5.26666666675.80.43588989440.43588989441.00166528011.0016652801

    4.38333333330.83333333330.145716620.145716620.28728615240.2872861524

    4.20666666671.29666666670.08962886440.08962886440.78621455930.7862145593

    5.084.770.59732738090.59732738091.75553410681.7555341068

    OD Exp.

    OD Con.

    Concentracion (mg/L)

    OXIGENO DISUELTO

    Temp.

    28.333333333327.16666666670.28867513460.28867513460.57735026920.5773502692

    28270.50.500

    27.166666666726.43333333330.57735026920.57735026920.51316014390.5131601439

    26.366666666725.86666666670.32145502540.32145502540.15275252320.1527525232

    25.933333333325.30.50332229570.50332229570.10.1

    26.626.70.45825756950.45825756950.87177978870.8717797887

    27.366666666727.43333333330.15275252320.15275252320.05773502690.0577350269

    26.633333333325.56666666670.40414518840.40414518840.30550504630.3055050463

    26.0333333333250.30550504630.30550504630.10.1

    26.525.40.34641016150.34641016150.00000047680.0000004768

    26.833333333324.56666666672.05507501892.05507501890.15275252320.1527525232

    26.933333333325.80.45092497530.45092497530.17320508080.1732050808

    27.433333333326.30.50332229570.50332229570.17320508080.1732050808

    27.826.60.43588989440.43588989440.65574385240.6557438524

    27.426.63333333330.45825756950.45825756950.05773502690.0577350269

    27.933333333326.83333333330.41633319990.41633319990.23094010770.2309401077

    28.6280.85440037450.85440037450.10.1

    28.8333333333280.40414518840.40414518840.10.1

    27.666666666726.70.40414518840.40414518840.17320508080.1732050808

    27.066666666726.10.40414518840.40414518840.26457513110.2645751311

    26.566666666725.50.25166114780.25166114780.17320508080.1732050808

    27.225.86666666671.49331845231.49331845230.15275252320.1527525232

    26.266666666725.13333333330.20816659990.20816659990.51316014390.5131601439

    26.525.20.34641016150.34641016150.10.1

    2826.73333333330.34641016150.34641016150.15275252320.1527525232

    29.128.20.75498344350.75498344350.36055512750.3605551275

    28.233333333327.40.37859388970.37859388970.10.1

    28.066666666726.90.25166114780.25166114780.50.5

    27.733333333326.63333333330.23094010770.23094010770.35118845840.3511884584

    28.366666666726.93333333330.41633319990.41633319990.35118845840.3511884584

    Temperatura Exp.

    Temperatura Con.

    C

    TEMPERATURA

    pH

    7.57.8333333333000.28867513460.2886751346

    7.666666666780.28867513460.288675134600

    7.66666666678.16666666670.28867513460.28867513460.57735026920.5773502692

    7.66666666678.33333333330.28867513460.28867513460.28867513460.2886751346

    88.3333333333000.28867513460.2886751346

    880000

    880000

    87.6666666667000.28867513460.2886751346

    87.50000

    8.33333333337.83333333330.28867513460.28867513460.28867513460.2886751346

    87.50000

    87.50000

    870000

    87.6666666667000.28867513460.2886751346

    87.50000

    7.83333333337.50.28867513460.288675134600

    8.33333333337.66666666670.28867513460.28867513460.28867513460.2886751346

    7.83333333337.66666666670.28867513460.28867513460.28867513460.2886751346

    8.166666666780.28867513460.28867513460.50.5

    87.8333333333000.28867513460.2886751346

    8.16666666678.33333333330.28867513460.28867513460.28867513460.2886751346

    7.83333333337.33333333330.28867513460.28867513460.28867513460.2886751346

    87.50000

    7.66666666677.83333333330.28867513460.28867513460.28867513460.2886751346

    87.50000

    88.1666666667000.28867513460.2886751346

    7.88.26666666670.17320508080.17320508080.25166114780.2516611478

    87.50000

    7.66666666677.50.28867513460.288675134600

    7.98.13333333330.30.30.05773502690.0577350269

    pH Exp.

    pH Con.

    pH

    Alim.

    4559.22012.513972.4978.1

    Alimento Consumido Exp

    Alimento Consumido Con.

    Biomasa Incrementada Exp.

    Biomasa Inc. Con.

    gramos

    ALIMENTO CONSUMIDO - BIOMASA INCREMENTADA

    peso

    29.1730.52069.3641.57

    Inicio Exp.

    Inicio Con.

    Final Exp.

    Final Con.

    gramos

    PESO PROMEDIO POR PEZ

    Long. Est.

    92.4793.780123.71105.24

    Inicio Exp.

    Inicio Con.

    Grupo s/filtracion

    Final Exp.

    Final Con.

    mm

    LONGITUD ESTANDAR PROMEDIO

    Long. Tot

    121.47123.760148.51131.2

    Inicio Exp.

    Inicio Con.

    Grupo s/filtracion

    Final Exp.

    Final Con.

    gramos

    LONGITUD TOTAL PROMEDIO

    5.5T

    25.50.34641016150.3464101615

    27.33333333330.32145502540.3214550254

    27.76666666670.25166114780.2516611478

    27.03333333330.32145502540.3214550254

    26.23333333330.45092497530.4509249753

    Temperatura Con.

    OD 5.5

    5.83666666674.520.45902069670.45902069670.85558946540.8555894654

    6.4812.83333333330.57951128840.57951128841.57692739211.5769273921

    2.92333333338.970.98909049130.98909049130.3987898360.398789836

    3.53666666673.03666666671.10870795671.10870795670.51597803570.5159780357

    3.61666666670.32666666670.02516611480.02516611480.44298231720.4429823172

    OD Exp.

    OD Con.

    OD (mg/L)

    5.5pH

    7.97.93333333330.11547005380.11547005380.20.2

    8.133333333390.10.10.35118845840.3511884584

    7.78.66666666670.15275252320.15275252320.10.1

    7.47.73333333330.11547005380.11547005380.36055512750.3605551275

    7.77.46666666670.05773502690.05773502690.10.1

    pH Exp.

    pH Con.

    Hoja1

    PROMEDIOSBIOMASA INCREMENTADA (gr)ALIMENTO CONSUMIDO (gr)CONVERSION DE ALIMENTOMORTALIDAD

    Grupo c/filtracion3972,4 605,484559,2 677,211,15 0,041

    Grupo s/filtracion978,1 62,922012,5 238,092,05 0,193

    3972.44559.2

    978.12012.5

    Peso Promedio por PezLongitud Estandar Promedio por PezLongitud Total Promedio por Pez

    PROMEDIOSInicioFinInicioFinInicioFin

    Grupo c/filtracion29,17 1,6069,36 7,7792,47 1,27123,71 4,20121,47 2,59148,51 5,00

    Grupo s/filtracion30,52 1,9241,57 1,6393,78 1,93105,24 2,44123,76 3,10131,20 3,93

    29.1769.3692.47123.71121.47148.51

    30.5241.5793.78105.24123.76131.2

    PROMEDIOSOXIGENO DISUELTOpHTEMPERATURAALCALINIDADDUREZA

    Grupo c/filtracion7,21 0,087,93 0,0327,38 0,22117,48 8,20406,83 9,563972.4

    Grupo s/filtracion5,84 0,357,78 0,0826,40 0,08120,38 8,33379,55 16,53978.1

    AmonioNitrito

    ExperimentalControlExperimentalControl

    10.030,0036 0,00000,0036 0,00000,0092 0,00340,0126 0,0022

    23.030,0022 0,00000,0022 0,00000,0121 0,00600,0087 0,0053

    25.030,8231 0,00560,8406 0,04370,0197 0,00620,0092 0,0068

    29.030,0022 0,00000,6871 0,07580,0653 0,01610,0186 0,0026

    30.030,2426 0,20740,2099 0,35710,0658 0,02580,01760 0,0051

    1.040,2556 0,01380,1833 0,02670,0962 0,04260,0477 0,0051

    5.042,7450 0,47642,3676 0,55610,0785 0,08510,0189 0,0053

    7.041,4521 0,17081,2742 0,27650,042 0,00650,0270 0,0114

    13.040,0062 0,00290,0150 0,01810,0598 0,05110,0979 0,0382

    15.040,1225 0,08730,1047 0,02640,1058 0,06500,1393 0,0705

    20.040,4549 0,41210,1064 0,13570,3988 0,54680,0101 0,0037

    22.040,7959 0,53680,3046 0,17410,6040 0,52330,0484 0,0119

    27.040,8972 1,01050,3015 0,08171,1152 0,84700,0483 0,0058

    29.041,0091 1,09370,3439 0,04891,6265 1,21780,0482 0,0035

    06.050,1505 0,12691,4416 0,08770,4165 0,36070,0086 0,0007

    AMONIACOAmoniacoAmoniaco

    EXPERIMENTALESCONTROLESExp-PromCon-PromExp-DSCon-DSDiaExperimentalControlValor P

    10.030.00021121160.00019211550.000205370.0002111550.0001905370.0002205370.0002028990.00020740970.00000978490.000015346710.030.0002 0.00000.0002 0.0000

    23.030.00012553740.00013356690.00013089040.00012732170.00012553740.00013981210.00012999820.00013089040.00000408840.000007777823.030.0001 0.00000.0001 0.0000

    25.030.05124698540.05016229940.04791421430.01618235160.01705138980.04442527710.04977449970.02588633950.00169989190.016061069725.030.0498 0.00170.0259 0.0161

    29.030.00013089040.00036699650.00035535950.0420567210.0126406920.03376134760.00028441550.02948625350.00013308390.015166839229.030.0003 0.00010.0295 0.015210.0323.0325.0329.0330.031.045.047.0413.0415.0420.0422.0427.0429.0406.05

    30.030.01974325560.0210643290.00026942320.01126912860.00006715870.00006814410.01369233590.00380147720.01164333490.006467175930.030.0137 0.01160.0038 0.00650.00021121160.00012553740.05124698540.00013089040.01974325560.01687330080.18490982520.10623143860.0846390.0785470.06246886550.0100397110.00595090.01463193720.0186017

    1.040.01687330080.01544873190.01654832510.00123366850.00133620610.00099602980.01629011930.00118863480.000746560.00017450211.040.0163 0.00070.0012 0.00020.00019211550.00013356690.05016229940.00036699650.0210643290.01544873190.1972885380.28848347990.095780.033530.00153599510.010088980.0893510.08856718590.030125

    5.040.18490982520.1972885380.14147819160.039680360.04523718610.0615095040.17455885160.04880901670.02930965170.01134444195.040.1746 0.02930.0488 0.01130.000205370.00013089040.04791421430.00035535950.00026942320.01654832510.14147819160.239178660.0817450.0275480.02373146160.08247543070.00873550.0213628290.006734

    7.040.10623143860.28848347990.239178660.02397687660.07741256870.036036250.21129785950.04580856510.09427065250.02802618257.040.2113 0.09420.0458 0.02800.0002111550.00012732170.01618235160.0420567210.01126912860.00123366850.039680360.02397687660.0007111760.000915590.0010925640.02292295620.027060.03743580.1092

    13.040.0846390.095780.0817450.0007111760.0000683510.0000583160.0873880.0002792810.00741033450.000374065713.040.0874 0.00740.0003 0.00040.0001905370.00012553740.01705138980.0126406920.00006715870.00133620610.04523718610.07741256870.0000683510.0014399760.0000748640.00731195830.04858860.0681358120.157581

    15.040.0785470.033530.0275480.000915590.0014399760.000800420.04654166670.00105199530.02787834470.000340915.040.0465 0.02790.0011 0.00030.0002205370.00013981210.04442527710.03376134760.00006814410.00099602980.0615095040.036036250.0000583160.000800420.00162286740.00567636480.0583620.06014921490.195645

    20.040.06246886550.00153599510.02373146160.0010925640.0000748640.00162286740.02924544070.00093009850.03083839570.00078668620.040.0292 0.03080.0009 0.0008

    22.040.0100397110.010088980.08247543070.02292295620.00731195830.00567636480.03420137390.01197042640.04180656680.009520358322.040.0342 0.04180.0120 0.0095

    27.040.00595090.0893510.00873550.027060.04858860.0583620.03467913330.04467020.04736769210.016014655627.040.0347 0.04740.0447 0.0160

    29.040.01463193720.08856718590.0213628290.03743580.0681358120.06014921490.04152065070.05524027560.04088225270.015927835629.040.0415 0.04090.0552 0.0159

    06.050.01860170.0301250.0067340.10920.1575810.1956450.01848690.1541420.01169592260.043324987606.050.0185 0.01170.1541 0.0433

    AMONIOAmonio

    experimentalescontrolExp-PromCon-PromExp-DSCon-DS

    10.030.0036257790.0036257790.0036257790.0036257790.0036257790.0036257790.0036257790.00362577900

    23.030.0021550.0021550.0021550.0021550.0021550.0021550.0021550.00215500

    25.030.8268310.825880.8167010.8226920.8904120.8085850.82313733330.8405630.0055942730.0437429304123456789101112131415

    29.030.0021550.0021550.0021550.759750.66460.6098950.0021550.678081666700.075831700210.0323.0325.0329.0330.031.045.047.0413.0415.0420.0422.0427.0429.0406.05

    30.030.34630.37770.0037899960.622260.0037899960.0037899960.24259666530.2099466640.2074077120.3570738233AmonioExperimental0.0036257790.0021550.8268310.0021550.34630.25682.81421.477160.004540.22240.894380.4847760.28734540.22410.2849

    1.040.25680.2411980.268790.1879160.2074210.1546150.2555960.18331733330.01383534710.02670167060.0036257790.0021550.825880.0021550.37770.2411983.18311.6089430.00951470.08420550.07706950.4871552.06372.258330.133682

    5.042.81423.18312.23781.9162.1981142.98882.74503333332.3676380.47643052310.55612835740.0036257790.0021550.8167010.0021550.0037899960.268792.23781.27020.004540.0608940.39341.415790.340630.544720.032825

    7.041.477161.6089431.27021.064221.1707891.58751.4521011.27416966670.17075617160.2765341955Control0.0036257790.0021550.8226920.759750.622260.1879161.9161.064220.0359180.0787340.055180.4172210.20980.29021.388202

    13.040.004540.00951470.004540.0359180.004540.004540.00619823330.01499933330.00287214440.01811609670.0036257790.0021550.8904120.66460.0037899960.2074212.1981141.1707890.004540.103710.0038060.3924830.36680.385821.5428164

    15.040.22240.08420550.0608940.0787340.103710.1315410.12249983330.10466166670.08729770320.02641635980.0036257790.0021550.8085850.6098950.0037899960.1546152.98881.58750.004540.1315410.26020.10410.327780.35581.393911

    20.040.894380.07706950.39340.055180.0038060.26020.45494983330.10639533330.41211697350.1356529712

    22.040.4847760.4871551.415790.4172210.3924830.10410.7959070.30460133330.53683574320.1740792367

    27.040.28734542.06370.340630.20980.36680.327780.89722513330.301461.010548130.0817423195

    29.040.22412.258330.544720.29020.385820.35581.009050.343941.09372056980.0489008262

    06.050.28490.1336820.0328251.3882021.54281641.3939110.1504691.44164313330.12687318050.0876651047

    NITRATOSNitratosNitratos

    EXPERIMENTALESCONTROLESExp-PromCon-PromExp-DSCon-DSFechaExperimentalControlValor P

    10.0300.00000.00000.00000.00000.0000000010.030.0000 0.00000.0000 0.0000

    23.030.1835560.18930.21610.26200.17400.16830.1963030.2014021060.01734962090.052514629823.030.1963 0.01730.2014 0.0525

    25.0300.00000.00000.00380.00000.000000.001274697300.002207840425.030.0000 0.00000.0013 0.0022

    29.0300.00000.00000.00000.00000.0000000029.030.0000 0.00000.0000 0.000010.0323.0325.0329.0330.031.045.047.0413.0415.0420.0422.0427.0429.0406.05

    30.030.04970.16630.20270.00000.00000.00000.139579347700.0799180268030.030.1396 0.07990.0000 0.000000.183556000.049713193100.13766700000004.7055

    1.0400.02100.00000.00000.96130.96130.00701083330.64086666670.01214311950.55500681381.040.0070 0.01210.6409 0.555000.189292000.166347990.02103250.12619500000001.6921

    5.040.1376670.12620.00000.00000.00000.00000.08795400.076386067305.040.0880 0.07640.0000 0.000000.216061000.202676860000000001.4283

    7.040.00000.00000.00000.00000.00000.000000007.040.0000 0.00000.0000 0.000000.261950280.003824091800000000000.5105161.7227

    13.040.00000.00000.00000.00000.00000.0000000013.040.0000 0.00000.0000 0.000000.1739960000.961300000000.952198853.9943

    15.040.00000.00000.00000.00000.00000.0000000015.040.0000 0.00000.0000 0.000000.1682600380000.961300000000.5869981.2849

    20.040.00000.00000.00000.00000.00000.0000000020.040.0000 0.00000.0000 0.0000

    22.040.00000.00000.00000.00000.00000.0000000022.040.0000 0.00000.0000 0.0000

    27.040.00000.00000.00000.00000.00000.0000000027.040.0000 0.00000.0000 0.0000

    29.040.00000.00000.00000.51050.95220.587000.683237616700.236045510129.040.0000 0.00000.6832 0.2360

    06.054.70551.69211.42831.72273.99431.28492.60863333332.33396666671.82072374991.454457731706.052.6086 1.82072.3340 1.4545

    NITRITOSNitritos

    EXPERIMENTALESCONTROLESExp-PromCon-PromExp-DSCon-DS

    10.030.00559370.01223630.0099056050.011537110.015149740.01107090.00924520170.01258591670.00337018290.002232539

    23.030.013052090.017597020.0056223850.0056223850.01480.0056223850.01209049830.008681590.00604495370.0052986985

    25.030.026220720.019111990.013867840.0052668960.0052668960.017014330.01973351670.00918270730.00619984940.0067823842

    29.030.055587920.0839060.05640370.021442720.018296240.016198570.06529920670.01864584330.01611911730.00263949710.0323.0325.0329.0330.031.045.047.0413.0415.0420.0422.0427.0429.0406.05

    30.030.04020510.091830780.065260460.0188780.0120.0219088680.06576544670.01759562270.02581654450.00507737970.00559370.013052090.026220720.055587920.04020510.053723340.1766690.042069680.1186340.181.025871111.0598991.58122552.1025520.695607

    1.040.053723340.1390.09602610.046148460.0533730.043468120.09624981330.04766319330.04263877020.00512322890.01223630.017597020.019111990.0839060.091830780.1390.03507750.048479190.033562520.077147180.021675790.032630220.137630110.242630.5447

    5.040.1766690.03507750.02388998950.016431650.0152662860.024938810.07854549650.01887891530.0851613560.00528027090.0099056050.0056223850.013867840.05640370.065260460.09602610.02388998950.035543640.0271530.0602493880.1489330.719381.626852.534320.0092064

    7.040.042069680.048479190.035543640.030765640.014217450.0361263250.04203083670.02703647170.00646786250.01142058330.011537110.0056223850.0052668960.021442720.0188780.046148460.016431650.030765640.0597830.0668919710.00734180.04801310.046148050.0442830.00920639

    13.040.1186340.033562520.0271530.0597830.097774150.1361150.05978317330.09789071670.05106696910.03816613350.015149740.01480.0052668960.018296240.0120.0533730.0152662860.014217450.097774150.143330.0085071660.03682554480.04399254250.051159540.00780795

    15.040.180.077147180.0602493880.0668919710.143330.2076680.1057988560.1392966570.0648131250.070474630.01107090.0056223850.017014330.016198570.0219088680.043468120.024938810.0361263250.1361150.2076680.014333990.060598990.0548884950.0491780.00874024

    20.041.025871110.021675790.1489330.00734180.0085071660.014333990.39882663330.01006098530.54675148030.0037461241

    22.041.0598990.032630220.719380.04801310.03682554480.060598990.603969740.04847921160.52326850920.0118935747

    27.041.58122550.137630111.626850.046148050.04399254250.0548884951.11523520330.04834302920.8469381250.0057700863

    29.042.1025520.242632.534320.0442830.051159540.0491781.62650066670.04820684671.21775589430.0035396405

    06.050.6956070.54470.00920640.009206390.007807950.008740240.41650446670.008584860.36071043370.0007120504

    AlcaliNidadAlcalinidadAlcalinidad

    EXPERIMENTALESCONTROLESExp-PromCon-PromExp-DSCon-DSDiaExp-PromCon-PromValor P

    10.032642602682602642562642604410.03264.0 4.0260.0 4.0

    23.03848068921248477.33333333331008.326663997921.166010488523.0377.3 8.3100.0 21.2

    25.0372686492104726889.3333333333416.165807537325.0368.0 4.089.3 16.210.0323.0325.0329.0330.031.045.047.0413.0415.0420.0422.0427.0429.0406.05

    29.0364646484927664840829.0364.0 0.084.0 8.026484726472767485.59799110.5122155.2188.4191.5

    30.03726860841008066.6666666667886.110100926610.583005244330.0366.7 6.188.0 10.626080686468607585.59698108.6119.2138.6158164

    1.0476606080887265.3333333333809.23760430781.0465.3 9.280.0 8.0268686464606088103.5119124137154174196.6208.5

    5.0474758817016616779167.66666666677.81024967592.08166599955.0479.0 7.8167.7 2.12609292848480170150.5131133113.594118141.2198.5

    7.0485.585.5103.5150.511015091.5136.833333333310.392304845423.23969305597.0491.5 10.4136.8 23.22641241049210088166110606575889499.6166

    13.049796119131601301041071340.706264874113.04104.0 13.0107.0 40.7256847276807216715013013511798101.4104.8136.5

    15.0499981241336513510711114.730919862739.849717690315.04107.0 14.7111.0 39.8

    20.04110.5108.6137113.575117118.7101.833333333315.876712506123.304148414720.04118.7 15.9101.8 23.3

    22.04122119.2154948898131.733333333393.333333333319.33425285175.033222956822.04131.7 19.393.3 5.0

    27.04155.2138.617411894101.4155.9333333333104.466666666717.711389932312.290375638427.04155.9 17.7104.5 12.3

    29.04188.4158196.6141.299.6104.8181115.220.336174664922.666274506429.04181.0 20.3115.2 22.7

    06.05191.5164208.5198.5166136.518816722.455511572931.012094414906.05188.0 22.5167.0 31.0

    Dureza totalDurezaDureza Total

    EXPERIMENTALESCONTROLESExp-PromCon-PromExp-DSCon-DSDiaExperimentalControlValor P

    10.03500496504500496500500498.666666666742.309401076810.03500.0 4.0498.7 2.3

    23.03360340360360380356353.3333333333365.333333333311.547005383812.858201014723.03353.3 11.5365.3 12.9

    25.03336340348356356340341.3333333333350.66666666676.11010092669.23760430725.03341.3 6.1350.7 9.2

    29.03360368364360380362364367.3333333333411.015141094629.03364.0 4.0367.3 11.010.0323.0325.0329.0330.031.045.047.0413.0415.0420.0422.0427.0429.0406.05

    30.03348344344356356356345.33333333333562.3094010768030.03345.3 2.3356.0 0.0500360336360348372374392410412430448472496456

    1.04372376372388396384373.3333333333389.33333333332.30940107686.11010092661.04373.3 2.3389.3 6.1496340340368344376377385393395403.7412.4434.2456418

    5.04374377378382335345376.33333333333542.081665999524.75883680635.04376.3 2.1354.0 24.8504360348364344372378397419423440464479492419

    7.04392385397393339349391.3333333333360.33333333336.027713773328.72861523527.04391.3 6.0360.3 28.7500360356360356388382393402.9405416425.6419414402

    13.04410393419402.9346355407.3333333333367.966666666713.203534880230.585998975613.04407.3 13.2368.0 30.6496380356380356396335339346350358362.8367352380

    15.04412395423405350360410371.666666666714.106735979729.297326385415.04410.0 14.1371.7 29.3500356340362356384345349355360368374.4361350386

    20.04430403.7440416358368424.5666666667380.666666666718.750022222231.00537587820.04424.6 18.8380.7 31.0

    22.04448412.4464425.6362.8374.4441.4666666667387.626.41312804933.416163753522.04441.5 26.4387.6 33.4

    27.04472434.2479419367361461.7333333333382.333333333324.100069156231.895663237127.04461.7 24.1382.3 31.9

    29.04496456492414352350481.333333333337222.030282189136.386810797329.04481.3 22.0372.0 36.4

    06.05456418419402380386431389.333333333321.656407827711.372481406206.05431.0 21.7389.3 11.4

    OXIGENO DISUELTOODOxigeno Disuelto

    EXPERIMENTALESCONTROLESExp-PromCon-PromExp-DSCon-DSDiaExperimentalControlValor P

    15.037.548.338.359.510.0510.478.073333333310.00666666670.46198845580.486449723315.038.07 0.4610.01 0.49

    17.038.558.078.998.739.569.788.53666666679.35666666670.46014490470.553744826917.038.54 0.469.36 0.55

    18.038.027.97.610.713.2611.477.8411.810.21633307651.313430622518.037.84 0.2211.81 1.3115.0317.0318.0319.0322.0323.0324.0325.0326.0329.0330.0331.031.042.045.046.047.048.0412.0414.0416.0420.0421.0422.0423.0428.0429.0430.044.057.05

    19.037.397.757.68.19.157.817.588.35333333330.18083141320.705005910119.037.58 0.188.35 0.717.548.558.027.397.87.638.096.78.449.310.618.757.356.188.86.66.546.267.626.475.415.65.74.158.16.44.715.16.86

    22.037.87.257.36.486.367.456.920.30413812650.935521245122.037.45 0.306.92 0.948.338.077.97.757.258.197.727.768.739.3411.389.258.566.559.548.4107.97.426.358.434.415.35.353.967.954.94.273.623.35

    23.037.638.197.757.779.347.377.85666666678.160.29484459181.041297267823.037.86 0.298.16 1.048.358.997.67.67.37.757.497.758.519.0611.3310.3387.48.387.858.948.176.955.657.214.945.456.365.47.264.54.173.95.03

    24.038.097.727.497.777.527.587.76666666677.62333333330.30270998220.13051181324.037.77 0.307.62 0.139.58.7310.78.16.47.777.774.876.67.174.343.51.393.355.742.66.83.253.92.147.292.473.266.524.512.55.60.881.44.09

    25.036.77.767.754.876.716.257.40333333335.94333333330.60912505560.957566359825.037.40 0.615.94 0.9610.059.5613.269.1589.347.526.716.516.873.953.20.887.45.011.86.684.2174.759.662.812.136.915.4512.245.50.671.255.01

    26.038.448.738.516.66.516.348.566.48333333330.15132745950.132035348826.038.56 0.156.48 0.1310.479.7811.477.816.367.377.586.256.348.335.44.21.172.67.1227.722.627.885.49.813.052.227.094.3510.56.30.951.245.21

    29.039.39.349.067.176.878.339.23333333337.45666666670.15143755590.771059876629.039.23 0.157.46 0.77

    30.0310.6111.3811.334.343.955.411.10666666674.56333333330.43085186940.750355471330.0311.11 0.434.56 0.75

    31.038.759.2510.333.53.24.29.44333333333.63333333330.80754772820.513160143931.039.44 0.813.63 0.51

    1.047.358.5681.390.881.177.971.14666666670.60555759430.25579940061.047.97 0.611.15 0.26

    2.046.186.557.43.357.42.66.714.450.62553976692.58215026672.046.71 0.634.45 2.58

    5.048.89.548.385.745.017.128.90666666675.95666666670.5873102531.07155650035.048.91 0.595.96 1.07

    6.046.68.47.852.61.827.61666666672.13333333330.92240627350.41633319996.047.62 0.922.13 0.42

    7.046.54108.946.86.687.728.49333333337.06666666671.77271919190.56897568787.048.49 1.777.07 0.57

    8.046.267.98.173.254.212.627.44333333333.361.0336504890.80068720488.047.44 1.033.36 0.80

    12.047.627.426.953.977.887.336.260.34394767042.090645833212.047.33 0.346.26 2.09

    14.046.46.355.652.144.755.46.13333333334.09666666670.41932485421.725408164314.046.13 0.424.10 1.73

    16.0478.437.217.299.669.817.54666666678.920.77216146841.413612393816.047.55 0.778.92 1.41

    20.045.414.414.942.472.813.054.922.77666666670.50029991010.291433239920.044.92 0.502.78 0.29

    21.045.65.35.453.262.132.225.452.53666666670.150.628039276921.045.45 0.152.54 0.63

    22.045.75.356.366.526.917.095.80333333336.840.51286775420.291376045722.045.80 0.516.84 0.29

    23.044.153.965.44.55.454.354.50333333334.76666666670.78232559290.596517672323.044.50 0.784.77 0.60

    28.048.17.957.2612.512.2410.57.7711.74666666670.44799553571.087443485128.047.77 0.4511.75 1.09

    29.046.44.94.55.65.56.35.26666666675.81.00166528010.435889894429.045.27 1.005.80 0.44

    30.044.714.274.170.880.670.954.38333333330.83333333330.28728615240.1457166230.044.38 0.290.83 0.15

    4.055.13.623.91.41.251.244.20666666671.29666666670.78621455930.08962886444.054.21 0.791.30 0.09

    7.056.863.355.034.095.015.215.084.771.75553410680.59732738097.055.08 1.764.77 0.60

    TEMPERATURATEMPERATURATEMPERATURA

    EXPERIMENTALESCONTROLESExp-PromCon-PromExp-DSCon-DSDiaExperimentalControlValor P

    15.0328.528.52826.527.527.528.333333333327.16666666670.28867513460.577350269215.0328.3 0.327.2 0.615.0317.0318.0319.0322.0323.0324.0325.0326.0329.0330.0331.031.042.045.046.047.048.0412.0414.0416.0420.0421.0422.0423.0428.0429.0430.044.057.05

    17.0328.52827.527272728270.5017.0328.0 0.527.0 0.028.528.527.526.626.426.127.22726.326.725.827.427.928.127.928.429.429.327.927.526.828.926.526.728.228.327.828.12828.5

    18.0327.527.526.52626.32727.166666666726.43333333330.57735026920.513160143918.0327.2 0.626.4 0.528.52827.526.5262727.426.726.126.725.526.927.5282727.827.728.627.92726.626.126.226.728.229.828.528.327.628.7

    19.0326.626.52625.925.72626.366666666725.86666666670.32145502540.152752523219.0326.4 0.325.9 0.22827.526.52625.426.727.526.225.726.129.226.526.927.327.327.628.728.627.226.726.326.626.126.127.629.228.427.827.627.9

    22.0326.42625.425.425.325.225.933333333325.30.50332229570.122.0325.9 0.525.3 0.126.5272625.925.426.327.425.925.125.424.72626.526.526.727.128.128.126.926.425.6262525.326.928.627.527.42727.3

    23.0326.12726.726.326.127.726.626.70.45825756950.871779788723.0326.6 0.526.7 0.927.52726.325.725.326.127.525.524.925.424.425.726.227.326.626.7282826.62625.325.924.725.126.728.127.426.926.626.9

    24.0327.227.427.527.427.527.427.366666666727.43333333330.15275252320.057735026924.0327.4 0.227.4 0.127.527272625.227.727.425.32525.424.625.726.22626.626.727.927.926.625.925.625.725.725.226.627.927.326.426.326.6

    25.032726.726.225.925.525.326.633333333325.56666666670.40414518840.305505046325.0326.6 0.425.6 0.3

    26.0326.326.125.725.124.92526.0333333333250.30550504630.126.0326.0 0.325.0 0.1

    29.0326.726.726.125.425.425.426.525.40.34641016150.000000476829.0326.5 0.325.4 0.0

    30.0325.825.529.224.724.424.626.833333333324.56666666672.05507501890.152752523230.0326.8 2.124.6 0.2

    31.0327.426.926.52625.725.726.933333333325.80.45092497530.173205080831.0326.9 0.525.8 0.2

    1.0427.927.526.926.526.226.227.433333333326.30.50332229570.17320508081.0427.4 0.526.3 0.2

    2.0428.12827.326.527.32627.826.60.43588989440.65574385242.0427.8 0.426.6 0.7

    5.0427.92727.326.726.626.627.426.63333333330.45825756950.05773502695.0427.4 0.526.6 0.1

    6.0428.427.827.627.126.726.727.933333333326.83333333330.41633319990.23094010776.0427.9 0.426.8 0.2

    7.0429.427.728.728.12827.928.6280.85440037450.17.0428.6 0.928.0 0.1

    8.0429.328.628.628.12827.928.8333333333280.40414518840.18.0428.8 0.428.0 0.1

    12.0427.927.927.226.926.626.627.666666666726.70.40414518840.173205080812.0427.7 0.426.7 0.2

    14.0427.52726.726.42625.927.066666666726.10.40414518840.264575131114.0427.1 0.426.1 0.3

    16.0426.826.626.325.625.325.626.566666666725.50.25166114780.173205080816.0426.6 0.325.5 0.2

    20.0428.926.126.62625.925.727.225.86666666671.49331845230.152752523220.0427.2 1.525.9 0.2

    21.0426.526.226.12524.725.726.266666666725.13333333330.20816659990.513160143921.0426.3 0.225.1 0.5

    22.0426.726.726.125.325.125.226.525.20.34641016150.122.0426.5 0.325.2 0.1

    23.0428.228.227.626.926.726.62826.73333333330.34641016150.152752523223.0428.0 0.326.7 0.2

    28.0428.329.829.228.628.127.929.128.20.75498344350.360555127528.0429.1 0.828.2 0.4

    29.0427.828.528.427.527.427.328.233333333327.40.37859388970.129.0428.2 0.427.4 0.1

    30.0428.128.327.827.426.926.428.066666666726.90.25166114780.530.0428.1 0.326.9 0.5

    4.052827.627.62726.626.327.733333333326.63333333330.23094010770.35118845844.0527.7 0.226.6 0.4

    7.0528.528.727.927.326.926.628.366666666726.93333333330.41633319990.35118845847.0528.4 0.426.9 0.4

    pHpHpH

    EXPERIMENTALESCONTROLESExp-PromCon-PromExp-DSCon-DSDiaExperimentalControlValor P

    15.037.57.57.57.5887.57.833333333300.288675134615.037.5 0.07.8 0.3

    17.037.587.58887.666666666780.2886751346017.037.7 0.38.0 0.0

    18.037.587.57.58.58.57.66666666678.16666666670.28867513460.577350269218.037.7 0.38.2 0.6

    19.037.587.588.58.57.66666666678.33333333330.28867513460.288675134619.037.7 0.38.3 0.315.0317.0318.0319.0322.0323.0324.0325.0326.0329.0330.0331.031.042.045.046.047.048.0412.0414.0416.0420.0421.0422.0423.0428.0429.0430.044.057.05

    22.0388888.58.588.333333333300.288675134622.038.0 0.08.3 0.37.57.57.57.5888888888887.587.58.588887.5888888.2

    23.03888888880023.038.0 0.08.0 0.07.5888888888.58888888.58888.57.587.5887.787.57.6

    24.03888888880024.038.0 0.08.0 0.07.57.57.57.5888888.58888888.58888888887.787.57.9

    25.038887.57.5887.666666666700.288675134625.038.0 0.07.7 0.37.587.588887.57.587.57.577.57.57.57.57.57.57.587.57.587.58.58.37.57.58.1

    26.038887.57.57.587.50026.038.0 0.07.5 0.0888.58.58.5887.57.57.57.57.5787.57.588888.57.57.57.57.588.57.57.58.1

    29.0388.58.587.588.33333333337.83333333330.28867513460.288675134629.038.3 0.37.8 0.3888.58.58.58887.587.57.577.57.57.57.57.58.588.577.587.5887.57.58.2

    30.038887.57.57.587.50030.038.0 0.07.5 0.0

    31.038887.57.57.587.50031.038.0 0.07.5 0.0

    1.0488877787001.048.0 0.07.0 0.0

    2.048887.587.587.666666666700.28867513462.048.0 0.07.7 0.3

    5.048887.57.57.587.5005.048.0 0.07.5 0.0

    6.047.5887.57.57.57.83333333337.50.288675134606.047.8 0.37.5 0.0

    7.0488.58.57.587.58.33333333337.66666666670.28867513460.28867513467.048.3 0.37.7 0.3

    8.047.5887.587.57.83333333337.66666666670.28867513460.28867513468.047.8 0.37.7 0.3

    12.048.5887.588.58.166666666780.28867513460.512.048.2 0.38.0 0.5

    14.048887.58887.833333333300.288675134614.048.0 0.07.8 0.3

    16.0488.5888.58.58.16666666678.33333333330.28867513460.288675134616.048.2 0.38.3 0.3

    20.0487.587.57.577.83333333337.33333333330.28867513460.288675134620.047.8 0.37.3 0.3

    21.048887.57.57.587.50021.048.0 0.07.5 0.0

    22.047.57.5887.587.66666666677.83333333330.28867513460.288675134622.047.7 0.37.8 0.3

    23.048887.57.57.587.50023.048.0 0.07.5 0.0

    28.048888.58888.166666666700.288675134628.048.0 0.08.2 0.3

    29.0487.77.78.38.587.88.26666666670.17320508080.251661147829.047.8 0.28.3 0.3

    30.048887.57.57.587.50030.048.0 0.07.5 0.0

    4.0587.57.57.57.57.57.66666666677.50.288675134604.057.7 0.37.5 0.0

    7.058.27.67.98.18.18.27.98.13333333330.30.05773502697.057.9 0.38.1 0.1

    05.05.04

    TEMPERATURATEMPERATURA

    EXPERIMENTALESCONTROLESExp-PromCon-PromExp-DSCon-DS

    10:00 AM272726.425.925.325.326.825.50.34641016150.3464101615

    1:00 PM28.928.928.327.727.227.128.727.33333333330.34641016150.3214550254

    7:00 PM29.729.629.327.82827.529.533333333327.76666666670.20816659990.2516611478

    1:00 AM28.628.727.827.426.926.828.366666666727.03333333330.49328828620.3214550254

    6:00 AM27.827.827.826.726.225.827.826.233333333300.4509249753

    01234

    TEMPERATURAExp.10:00 AM1:00 PM7:00 PM1:00 AM6:00 AM

    2728.929.728.627.8

    2728.929.628.727.8

    26.428.329.327.827.8

    Con.25.927.727.827.426.7

    25.327.22826.926.2

    25.327.127.526.825.8

    ODOD

    EXPERIMENTALESCONTROLESExp-PromCon-PromExp-DSCon-DS

    10:00 AM6.7155.85.054.254.265.83666666674.520.85558946540.4590206967

    1:00 PM8.014.866.5713.512.5512.456.4812.83333333331.57692739210.5795112884

    7:00 PM2.862.563.357.839.489.62.92333333338.970.3987898360.9890904913

    1:00 AM3.53.044.071.823.993.33.53666666673.03666666670.51597803571.1087079567

    6:00 AM3.523.234.10.330.30.353.61666666670.32666666670.44298231720.0251661148

    01234

    TEMPERATURAExp.10:00 AM1:00 PM7:00 PM1:00 AM6:00 AM

    6.718.012.863.53.52

    54.862.563.043.23

    5.86.573.354.074.1

    Con.5.0513.57.831.820.33

    4.2512.559.483.990.3

    4.2612.459.63.30.35

    pHpH

    EXPERIMENTALESCONTROLESExp-PromCon-PromExp-DSCon-DS

    10:00 AM8.17.77.9887.87.97.93333333330.20.1154700538

    1:00 PM8.57.88.18.999.18.133333333390.35118845840.1

    7:00 PM7.87.67.78.58.78.87.78.66666666670.10.1527525232

    1:00 AM77.57.77.67.87.87.47.73333333330.36055512750.1154700538

    6:00 AM7.77.67.87.57.47.57.77.46666666670.10.0577350269

    01234

    TEMPERATURAExp.10:00 AM1:00 PM7:00 PM1:00 AM6:00 AM

    8.18.57.877.7

    7.77.87.67.57.6

    7.98.17.77.77.8

    Con.88.98.57.67.5

    898.77.87.4

    7.89.18.87.87.5

    07.05.04

    TEMPERATURATEMPERATURA

    EXPERIMENTALESCONTROLESExp-PromCon-PromExp-DSCon-DS

    10:00 AM28.528.727.927.326.926.628.366666666726.93333333330.41633319990.3511884584

    1:00 PM30.130.329.328.728.327.829.928.26666666670.52915026220.4509249753

    7:00 PM30.930.929.929.52929.130.566666666729.20.57735026920.2645751311

    1:00 AM29.729.428.928.528.12829.333333333328.20.40414518840.2645751311

    6:00 AM28.127.627.627.226.726.627.766666666726.83333333330.28867513460.3214550254

    01234

    TEMPERATURAExp.10:00 AM1:00 PM7:00 PM1:00 AM6:00 AM

    28.530.130.929.728.1

    28.730.330.929.427.6

    27.929.329.928.927.6

    Con.27.328.729.528.527.2

    26.928.32928.126.7

    26.627.829.12826.6

    ODOD

    EXPERIMENTALESCONTROLESExp-PromCon-PromExp-DSCon-DS

    10:00 AM6.863.355.034.095.015.215.084.771.75553410680.5973273809

    1:00 PM7.874.195.89.0910.110.135.95333333339.77333333331.84478544370.5919740985

    7:00 PM3.791.123.784.417.417.642.89666666676.48666666671.53864659141.802119123

    1:00 AM3.631.144.080.391.621.572.951.19333333331.58357191180.6961561128

    6:00 AM4.251.774.390.580.971.653.471.06666666671.47390637420.5415102338

    01234

    TEMPERATURAExp.10:00 AM1:00 PM7:00 PM1:00 AM6:00 AM

    6.867.873.793.634.25

    3.354.191.121.141.77

    5.035.83.784.084.39

    Con.4.099.094.410.390.58

    5.0110.17.411.620.97

    5.2110.137.641.571.65

    pHpH

    EXPERIMENTALESCONTROLESExp-PromCon-PromExp-DSCon-DS

    10:00 AM8.27.67.98.18.18.27.98.13333333330.30.0577350269

    1:00 PM8.67.78.18.58.88.88.13333333338.70.45092497530.1732050808

    7:00 PM8.37.57.88.18.88.87.86666666678.56666666670.40414518840.4041451884

    1:00 AM7.87.57.87.67.87.87.77.73333333330.17320508080.1154700538

    6:00 AM7.87.57.87.57.57.67.77.53333333330.17320508080.0577350269

    01234

    TEMPERATURAExp.10:00 AM1:00 PM7:00 PM1:00 AM6:00 AM

    8.28.68.37.87.8

    7.67.77.57.57.5

    7.98.17.87.87.8

    Con.8.18.58.17.67.5

    8.18.88.87.87.5

    8.28.88.87.87.6

    MONITOREO DIARIO GLOBLAL 05.05.04

    PROMEDIOSPromsDesStd

    CON FILTRACIONTODpHTODpH

    10:00 AM276.718.12757.726.45.87.926.85.847.90.30.860.2

    1:00 PM28.98.018.528.94.867.828.36.578.128.76.488.10.31.580.4

    7:00 PM29.72.867.829.62.567.629.33.357.729.52.927.70.20.400.1

    1:00 AM28.63.5728.73.047.527.84.077.728.43.547.40.50.520.4

    6:00 AM27.83.527.727.83.237.627.84.17.827.83.627.70.00.440.1

    SIN FITLRACION

    10:00 AM25.95.05825.34.25825.34.267.825.54.527.90.30.460.1

    1:00 PM27.713.58.927.212.55927.112.459.127.312.839.00.30.580.1

    7:00 PM27.87.838.5289.488.727.59.68.827.88.978.70.30.990.2

    1:00 AM27.41.827.626.93.997.826.83.37.827.03.047.70.31.110.1

    6:00 AM26.70.337.526.20.37.425.80.357.526.20.337.50.50.030.1

    MONITOREO DIARIO GLOBLAL 07.05.04

    PROMEDIOS

    CON FILTRACION

    10:00 AM28.56.868.228.73.357.627.95.037.928.45.087.90.41.760.3

    1:00 PM30.17.878.630.34.197.729.35.88.129.95.958.10.51.840.5

    7:00 PM30.93.798.330.91.127.529.93.787.830.62.907.90.61.540.4

    1:00 AM29.73.637.829.41.147.528.94.087.829.32.957.70.41.580.2

    6:00 AM28.14.257.827.61.777.527.64.397.827.83.477.70.31.470.2

    SIN FITLRACION

    10:00 AM27.34.098.126.95.018.126.65.218.226.94.778.10.40.600.1

    1:00 PM28.79.098.528.310.18.827.810.138.828.39.778.70.50.590.2

    7:00 PM29.54.418.1297.418.829.17.648.829.26.498.60.31.800.4

    1:00 AM28.50.397.628.11.627.8281.577.828.21.197.70.30.700.1

    6:00 AM27.20.587.526.70.977.526.61.657.626.83333333331.06666666677.53333333330.32145502540.54151023380.0577350269

    Temperatura / Mircoles 05.05.04

    HoraExperimentalControlValor P

    10:00 a.m.26.8 0.325.5 0.30.004

    01:00 p.m.28.7 0.327.3 0.30.002

    07:00 p.m.29.5 0.227.8 0.30.000

    01:00 a.m.28.4 0.527.0 0.30.003

    06:00 a.m.27.8 0.026.2 0.50

    Temperatura / Viernes 07.05.04

    10:00 a.m.28.4 0.426.9 0.40.008

    01:00 p.m.29.9 0.528.3 0.50.002

    07:00 p.m.30.6 0.629.2 0.30.013

    01:00 a.m.29.3 0.428.2 0.3 0.05

    06:00 a.m.27.8 0.326.8 0.3 0.05

    OD / Mircoles 05.05.04

    HoraExperimentalControlValor P

    10:00 a.m.5.84 0.864.52 0.46 0.05

    01:00 p.m.6.84 1.5812.83 0.580.000

    07:00 p.m.2.92 0.408.97 0.990.000

    01:00 a.m.3.54 0.523.04 1.11 0.05

    06:00 a.m.3.62 0.440.33 0.030.002

    OD / Viernes 07.05.04

    10:00 a.m.5.08 1.764.77 0.60 0.05

    01:00 p.m.5.95 1.849.77 0.59 0.05

    07:00 p.m.2.90 1.546.49 1.80 0.05

    01:00 a.m.2.95 1.581.19 0.70 0.05

    06:00 a.m.3.47 1.471.07 0.54 0.05

    pH / Miercoles 05.05.04

    HoraExperimentalControlValor P

    10:00 a.m.7.9 0.27.9 0.1 0.05

    01:00 p.m.8.1 0.49.0 0.10.001

    07:00 p.m.7.7 0.18.7 0.20.000

    01:00 a.m.7.4 0.47.7 0.1 0.05

    06:00 a.m.7.7 0.17.5 0.1 0.05

    pH / Viernes 07.05.04

    10:00 a.m.7.9 0.38.1 0.1 0.05

    01:00 p.m.8.1 0.58.7 0.2 0.05

    07:00 p.m.7.9 0.48.6 0.4 0.05

    01:00 a.m.7.7 0.27.7 0.1 0.05

    06:00 a.m.7.7 0.27.5 0.1 0.05

  • Salinidad

    La salinidad es la concentracin de todos los iones disueltos en el agua y es expresado en miligramos por litro (mg/L) o en ppt (partes por mil). La presin osmtica del agua aumenta con la salinidad. Cada especie de pez esta adaptada a una presin osmtica y cambios drsticos de esta puede causar estrs o la muerte.

    Para aumentar la concentracin de sal en pequeos tanques, normalmente se utiliza cloruro de sodio (NaCl). Si se quiere disminuir se agrega agua con baja salinidad. El Grado de salinidad en el agua refleja las condiciones geolgicas e hidrolgicas del lugar. Aguas superficiales en reas de alta lluviosidad, usualmente posee

    n una baja salinidad (10 a 250 mg/L). En regiones ridas donde la evaporacin excede a la precipitacin, las aguas pueden presentar valores de salinidad entre los 500 y 2.500 mg/L. El agua de mar presenta una salinidad de 35.000 mg/L.

  • Salinidad mxima tolerada por algunas especies de cultivo (Tomado de Boyd and Lichtkoppier, 1979)

  • Turbidez

    La turbidez se debe a que el agua presenta material suspendido que interfiere con el paso de luz.

    Si la turbidez en una laguna de produccin se debe a organismos planctnicos, esta se encuentra en buen estado, pero si por el contrario la turbidez es por partculas de arcilla, el agua presenta problemas de sedimentos que son dainos para los peces.

    La turbidez por arcilla evita la produccin de fitoplancton el cual es requerido para la produccin de oxigeno.

    Tambin una alta cantidad de arcilla en el agua puede directamente afectar a los peces.

  • Turbidez

    La arcilla en el agua puede ser controlada fertilizando la laguna agregando material orgnico como bosta de vaca, paja etc., o fertilizantes industriales.

    Otra forma de disminuir la concentracin de arcillas es precipitndolas usando sulfato de aluminio (Al2(SO4)3).

    La turbidez es normalmente medida utilizando un instrumento llamado disco de Secchi. Este instrumento consta de un disco de 20 cm de dimetro que esta pintado con cuadrantes blancos y negros alternados y esta unido a una cuerda calibrada. La turbidez se mide como la profundidad a la cual el disco se pierde de vista.

  • Plancton

    Plancton son todos los microorganismos que estn suspendidos en el agua como lo son el fitoplancton, zooplancton y las bacterias. El fitoplancton forma parte de los productores primarios del ecosistema acutico. Utilizan sales inorgnicas, CO2, agua y luz para producir su propia comida.

    El zooplancton vive de comer fitoplancton vivo o muerto y de otras partculas suspendidas en el agua. Como plancton se encuentra en la base de la cadena alimenticia, existe una estrecha relacin entre abundancia de plancton y produccin de peces.

  • Produccin de peces vs. concentracin de plancton

  • Plancton Adems de favorecer el crecimiento de los peces, el plancton produce turbidez en el agua la cual previene el crecimiento de otras plantas no deseables. Existe una correlacin entre la visibilidad del disco de Secchi y la abundancia de plancton. En un estanque de produccin se desea tener una visibilidad entre 30 y 60 cm. Cuerpos de agua con densidades planctnicas muy grandes pueden afectar la concentracin de oxgeno disuelto, al consumirlo directamente o por su propia descomposicin, tambin pueden producir substancias que introducen un mal sabor en el tejido de los peces.

    Algas verdeazules (Oscillatoria tenuis, Simploca muscorum, y Anabaena sp.) que producen geosmin y metilisoborneol (MIB) son las culpables del sabor a barro en lo pece.

  • BienMal

  • Gase

    Solubilidad de algunos gases atmosfricos en agua pura a 10oC CO2 es 30 veces ms soluble que O2

  • -Oxigeno disuelto (O2) El oxgeno es probablemente la variable ms crtica cuando se cultivan peces. La tasa de difusin de oxigeno atmosfrico hacia el agua es lenta por consiguiente la fuente primaria de produccin en un estanque de cultivo es la fotosntesis realizada por el fitoplancton. Las perdidas primarias de oxgeno disuelto en un estanque incluyen la respiracin por plancton, peces, organismos bentnicos y por difusin hacia la atmsfera. En sistemas de produccin, l oxgeno producido por fitoplancton debe ser mayor que el oxgeno consumido por los organismos, de lo contrario la concentracin de oxgeno disuelto bajara a niveles crticos.

  • Saturacin de oxgeno en funcin de la temperatura y la salinidad

  • 0 0,3 1,0 2,0 3,0 4,0 5,0Tolerancia de los peces a bajas concentraciones de oxgeno disuelto (mg/L)

  • Oxgeno disuelto en funcin de la concentracin de plancton

  • Es importante tener en cuenta que depende de la especie su sensibilidad a diferentes concentraciones de oxgeno.

  • -Oxigeno disuelto (O2)

    En resumen, la concentracin de oxgeno disuelto depende mayoritariamente de la concentracin de fitoplancton que esta directamente relacionada con de la intensidad de la luz. Por esto se observa una marcada fluctuacin en la concentracin de oxgeno disuelto durante un periodo de 24 horas.

  • Concentracin de oxgeno disuelto a lo largo de un da en un estanque de produccin

  • OD, mg/L

    Amoniaco

    0.0002028990.00020740970.00000978490.00000978490.00001534670.0000153467

    0.00012999820.00013089040.00000408840.00000408840.00000777780.0000077778

    0.04977449970.02588633950.00169989190.00169989190.01606106970.0160610697

    0.00028441550.02948625350.00013308390.00013308390.01516683920.0151668392

    0.01369233590.00380147720.01164333490.01164333490.00646717590.0064671759

    0.01629011930.00118863480.000746560.000746560.00017450210.0001745021

    0.17455885160.04880901670.02930965170.02930965170.01134444190.0113444419

    0.21129785950.04580856510.09427065250.09427065250.02802618250.0280261825

    0.0873880.0002792810.00741033450.00741033450.00037406570.0003740657

    0.04654166670.00105199530.02787834470.02787834470.00034090.0003409

    0.02924544070.00093009850.03083839570.03083839570.0007866860.000786686

    0.03420137390.01197042640.04180656680.04180656680.00952035830.0095203583

    0.03467913330.04467020.04736769210.04736769210.01601465560.0160146556

    0.04152065070.05524027560.04088225270.04088225270.01592783560.0159278356

    0.01848690.1541420.01169592260.01169592260.04332498760.0433249876

    Amoniaco Exp.

    Amoniaco Con.

    Concentracion (mg/L)

    CONCENTRACION DE AMONIACO

    Amonio

    0.0036257790.0036257790000

    0.0021550.0021550000

    0.82313733330.8405630.04374293040.04374293040.0055942730.005594273

    0.0021550.67808166670.07583170020.075831700200

    0.24259666530.2099466640.35707382330.35707382330.2074077120.207407712

    0.2555960.18331733330.02670167060.02670167060.01383534710.0138353471

    2.74503333332.3676380.55612835740.55612835740.47643052310.4764305231

    1.4521011.27416966670.27653419550.27653419550.17075617160.1707561716

    0.00619823330.01499933330.01811609670.01811609670.00287214440.0028721444

    0.12249983330.10466166670.02641635980.02641635980.08729770320.0872977032

    0.45494983330.10639533330.13565297120.13565297120.41211697350.4121169735

    0.7959070.30460133330.17407923670.17407923670.53683574320.5368357432

    0.89722513330.301460.08174231950.08174231951.010548131.01054813

    1.009050.343940.04890082620.04890082621.09372056981.0937205698

    0.1504691.44164313330.08766510470.08766510470.12687318050.1268731805

    Amonio Exp.

    Amonio Con.

    Concentracion (mg/L)

    CONCENTRACION DE AMONIO

    Nitratos

    000000

    0.1963030.2014021060.01734962090.01734962090.05251462980.0525146298

    00.0012746973000.00220784040.0022078404

    000000

    0.139579347700.07991802680.079918026800

    0.00701083330.64086666670.01214311950.01214311950.55500681380.5550068138

    0.08795400.07638606730.076386067300

    000000

    000000

    000000

    000000

    000000

    000000

    00.6832376167000.23604551010.2360455101

    2.60863333332.33396666671.82072374991.82072374991.45445773171.4544577317

    Nitratos Exp.

    Nitratos Con.

    Concentracion (mg/L)

    CONCENTRACION DE NITRATOS

    Nitritos

    0.00924520170.01258591670.00337018290.00337018290.0022325390.002232539

    0.01209049830.008681590.00604495370.00604495370.00529869850.0052986985

    0.01973351670.00918270730.00619984940.00619984940.00678238420.0067823842

    0.06529920670.01864584330.01611911730.01611911730.0026394970.002639497

    0.06576544670.01759562270.02581654450.02581654450.00507737970.0050773797

    0.09624981330.04766319330.04263877020.04263877020.00512322890.0051232289

    0.07854549650.01887891530.0851613560.0851613560.00528027090.0052802709

    0.04203083670.02703647170.00646786250.00646786250.01142058330.0114205833

    0.05978317330.09789071670.05106696910.05106696910.03816613350.0381661335

    0.1057988560.1392966570.0648131250.0648131250.070474630.07047463

    0.39882663330.01006098530.54675148030.54675148030.00374612410.0037461241

    0.603969740.04847921160.52326850920.52326850920.01189357470.0118935747

    1.11523520330.04834302920.8469381250.8469381250.00577008630.0057700863

    1.62650066670.04820684671.21775589431.21775589430.00353964050.0035396405

    0.41650446670.008584860.36071043370.36071043370.00071205040.0007120504

    Nitritos Exp.

    Nitritos Con.

    Concentracion (mg/L)

    CONCENTRACION DE NITRITOS

    alcalinidad

    2642604444

    77.333333333310021.166010488521.16601048858.32666399798.3266639979

    6889.333333333316.165807537316.165807537344

    64848800

    66.66666666678810.583005244310.58300524436.11010092666.1101009266

    65.333333333380889.2376043079.237604307

    79167.66666666672.08166599952.08166599957.81024967597.8102496759

    91.5136.833333333323.239693055923.239693055910.392304845410.3923048454

    10410740.706264874140.70626487411313

    10711139.849717690339.849717690314.730919862714.7309198627

    118.7101.833333333323.304148414723.304148414715.876712506115.8767125061

    131.733333333393.33333333335.03322295685.033222956819.334252851719.3342528517

    155.9333333333104.466666666712.290375638412.290375638417.711389932317.7113899323

    181115.222.666274506422.666274506420.336174664920.3361746649

    18816731.012094414931.012094414922.455511572922.4555115729

    Alcalinidad Exp.

    Alcalinidad Con.

    Concentracion (mg/L)

    ALCALINIDAD

    dureza

    500498.6666666667442.30940107682.3094010768

    353.3333333333365.333333333311.547005383811.547005383812.858201014712.8582010147

    341.3333333333350.66666666676.11010092666.11010092669.2376043079.237604307

    364367.33333333334411.015141094611.0151410946

    345.33333333333562.30940107682.309401076800

    373.3333333333389.33333333332.30940107682.30940107686.11010092666.1101009266

    376.33333333333542.08166599952.081665999524.758836806324.7588368063

    391.3333333333360.33333333336.02771377336.027713773328.728615235228.7286152352

    407.3333333333367.966666666713.203534880213.203534880230.585998975630.5859989756

    410371.666666666714.106735979714.106735979729.297326385429.2973263854

    424.5666666667380.666666666718.750022222218.750022222231.00537587831.005375878

    441.4666666667387.626.41312804926.41312804933.416163753533.4161637535

    461.7333333333382.333333333324.100069156224.100069156231.895663237131.8956632371

    481.333333333337222.030282189122.030282189136.386810797336.3868107973

    431389.333333333321.656407827721.656407827711.372481406211.3724814062

    Dureza Exp.

    Dureza Con.

    Concentracion (mg/L)

    DUREZA TOTAL

    OD

    8.073333333310.00666666670.48644972330.48644972330.46198845580.4619884558

    8.53666666679.35666666670.55374482690.55374482690.46014490470.4601449047

    7.8411.811.31343062251.31343062250.21633307650.2163330765

    7.588.35333333330.70500591010.70500591010.18083141320.1808314132

    7.456.920.93552124510.93552124510.30413812650.3041381265

    7.85666666678.161.04129726781.04129726780.29484459180.2948445918

    7.76666666677.62333333330.1305118130.1305118130.30270998220.3027099822

    7.40333333335.94333333330.95756635980.95756635980.60912505560.6091250556

    8.566.48333333330.13203534880.13203534880.15132745950.1513274595

    9.23333333337.45666666670.77105987660.77105987660.15143755590.1514375559

    11.10666666674.56333333330.75035547130.75035547130.43085186940.4308518694

    9.44333333333.63333333330.51316014390.51316014390.80754772820.8075477282

    7.971.14666666670.25579940060.25579940060.60555759430.6055575943

    6.714.452.58215026672.58215026670.62553976690.6255397669

    8.90666666675.95666666671.07155650031.07155650030.5873102530.587310253

    7.61666666672.13333333330.41633319990.41633319990.92240627350.9224062735

    8.49333333337.06666666670.56897568780.56897568781.77271919191.7727191919

    7.44333333333.360.80068720480.80068720481.0336504891.033650489

    7.336.262.09064583322.09064583320.34394767040.3439476704

    6.13333333334.09666666671.72540816431.72540816430.41932485420.4193248542

    7.54666666678.921.41361239381.41361239380.77216146840.7721614684

    4.922.77666666670.29143323990.29143323990.50029991010.5002999101

    5.452.53666666670.62803927690.62803927690.150.15

    5.80333333336.840.29137604570.29137604570.51286775420.5128677542

    4.50333333334.76666666670.59651767230.59651767230.78232559290.7823255929

    7.7711.74666666671.08744348511.08744348510.44799553570.4479955357

    5.26666666675.80.43588989440.43588989441.00166528011.0016652801

    4.38333333330.83333333330.145716620.145716620.28728615240.2872861524

    4.20666666671.29666666670.08962886440.08962886440.78621455930.7862145593

    5.084.770.59732738090.59732738091.75553410681.7555341068

    OD Exp.

    OD Con.

    Concentracion (mg/L)

    OXIGENO DISUELTO

    Temp.

    28.333333333327.16666666670.28867513460.28867513460.57735026920.5773502692

    28270.50.500

    27.166666666726.43333333330.57735026920.57735026920.51316014390.5131601439

    26.366666666725.86666666670.32145502540.32145502540.15275252320.1527525232

    25.933333333325.30.50332229570.50332229570.10.1

    26.626.70.45825756950.45825756950.87177978870.8717797887

    27.366666666727.43333333330.15275252320.15275252320.05773502690.0577350269

    26.633333333325.56666666670.40414518840.40414518840.30550504630.3055050463

    26.0333333333250.30550504630.30550504630.10.1

    26.525.40.34641016150.34641016150.00000047680.0000004768

    26.833333333324.56666666672.05507501892.05507501890.15275252320.1527525232

    26.933333333325.80.45092497530.45092497530.17320508080.1732050808

    27.433333333326.30.50332229570.50332229570.17320508080.1732050808

    27.826.60.43588989440.43588989440.65574385240.6557438524

    27.426.63333333330.45825756950.45825756950.05773502690.0577350269

    27.933333333326.83333333330.41633319990.41633319990.23094010770.2309401077

    28.6280.85440037450.85440037450.10.1

    28.8333333333280.40414518840.40414518840.10.1

    27.666666666726.70.40414518840.40414518840.17320508080.1732050808

    27.066666666726.10.40414518840.40414518840.26457513110.2645751311

    26.566666666725.50.25166114780.25166114780.17320508080.1732050808

    27.225.86666666671.49331845231.49331845230.15275252320.1527525232

    26.266666666725.13333333330.20816659990.20816659990.51316014390.5131601439

    26.525.20.34641016150.34641016150.10.1

    2826.73333333330.34641016150.34641016150.15275252320.1527525232

    29.128.20.75498344350.75498344350.36055512750.3605551275

    28.233333333327.40.37859388970.37859388970.10.1

    28.066666666726.90.25166114780.25166114780.50.5

    27.733333333326.63333333330.23094010770.23094010770.35118845840.3511884584

    28.366666666726.93333333330.41633319990.41633319990.35118845840.3511884584

    Temperatura Exp.

    Temperatura Con.

    C

    TEMPERATURA

    pH

    7.57.8333333333000.28867513460.2886751346

    7.666666666780.28867513460.288675134600

    7.66666666678.16666666670.28867513460.28867513460.57735026920.5773502692

    7.66666666678.33333333330.28867513460.28867513460.28867513460.2886751346

    88.3333333333000.28867513460.2886751346

    880000

    880000

    87.6666666667000.28867513460.2886751346

    87.50000

    8.33333333337.83333333330.28867513460.28867513460.28867513460.2886751346

    87.50000

    87.50000

    870000

    87.6666666667000.28867513460.2886751346

    87.50000

    7.83333333337.50.28867513460.288675134600

    8.33333333337.66666666670.28867513460.28867513460.28867513460.2886751346

    7.83333333337.66666666670.28867513460.28867513460.28867513460.2886751346

    8.166666666780.28867513460.28867513460.50.5

    87.8333333333000.28867513460.2886751346

    8.16666666678.33333333330.28867513460.28867513460.28867513460.2886751346

    7.83333333337.33333333330.28867513460.28867513460.28867513460.2886751346

    87.50000

    7.66666666677.83333333330.28867513460.28867513460.28867513460.2886751346

    87.50000

    88.1666666667000.28867513460.2886751346

    7.88.26666666670.17320508080.17320508080.25166114780.2516611478

    87.50000

    7.66666666677.50.28867513460.288675134600

    7.98.13333333330.30.30.05773502690.0577350269

    pH Exp.

    pH Con.

    pH

    Alim.

    4559.22012.513972.4978.1

    Alimento Consumido Exp

    Alimento Consumido Con.

    Biomasa Incrementada Exp.

    Biomasa Inc. Con.

    gramos

    ALIMENTO CONSUMIDO - BIOMASA INCREMENTADA

    peso

    29.1730.52069.3641.57

    Inicio Exp.

    Inicio Con.

    Final Exp.

    Final Con.

    gramos

    PESO PROMEDIO POR PEZ

    Long. Est.

    92.4793.780123.71105.24

    Inicio Exp.

    Inicio Con.

    Grupo s/filtracion

    Final Exp.

    Final Con.

    mm

    LONGITUD ESTANDAR PROMEDIO

    Long. Tot

    121.47123.760148.51131.2

    Inicio Exp.

    Inicio Con.

    Grupo s/filtracion

    Final Exp.

    Final Con.

    gramos

    LONGITUD TOTAL PROMEDIO

    5.5T

    26.825.50.34641016150.34641016150.34641016150.3464101615

    28.727.33333333330.32145502540.32145502540.34641016150.3464101615

    29.533333333327.76666666670.25166114780.25166114780.20816659990.2081665999

    28.366666666727.03333333330.32145502540.32145502540.49328828620.4932882862

    27.826.23333333330.45092497530.450924975300

    Temperatura Exp.

    Temperatura Con.

    C

    5.5.04

    OD 5.5

    4.520.45902069670.4590206967

    12.83333333330.57951128840.5795112884

    8.970.98909049130.9890904913

    3.03666666671.10870795671.1087079567

    0.32666666670.02516611480.0251661148

    OD Con.

    5.5pH

    7.97.93333333330.11547005380.11547005380.20.2

    8.133333333390.10.10.35118845840.3511884584

    7.78.66666666670.15275252320.15275252320.10.1

    7.47.73333333330.11547005380.11547005380.36055512750.3605551275

    7.77.46666666670.05773502690.05773502690.10.1

    pH Exp.

    pH Con.

    Hoja1

    PROMEDIOSBIOMASA INCREMENTADA (gr)ALIMENTO CONSUMIDO (gr)CONVERSION DE ALIMENTOMORTALIDAD

    Grupo c/filtracion3972,4 605,484559,2 677,211,15 0,041

    Grupo s/filtracion978,1 62,922012,5 238,092,05 0,193

    3972.44559.2

    978.12012.5

    Peso Promedio por PezLongitud Estandar Promedio por PezLongitud Total Promedio por Pez

    PROMEDIOSInicioFinInicioFinInicioFin

    Grupo c/filtracion29,17 1,6069,36 7,7792,47 1,27123,71 4,20121,47 2,59148,51 5,00

    Grupo s/filtracion30,52 1,9241,57 1,6393,78 1,93105,24 2,44123,76 3,10131,20 3,93

    29.1769.3692.47123.71121.47148.51

    30.5241.5793.78105.24123.76131.2

    PROMEDIOSOXIGENO DISUELTOpHTEMPERATURAALCALINIDADDUREZA

    Grupo c/filtracion7,21 0,087,93 0,0327,38 0,22117,48 8,20406,83 9,563972.4

    Grupo s/filtracion5,84 0,357,78 0,0826,40 0,08120,38 8,33379,55 16,53978.1

    AmonioNitrito

    ExperimentalControlExperimentalControl

    10.030,0036 0,00000,0036 0,00000,0092 0,00340,0126 0,0022

    23.030,0022 0,00000,0022 0,00000,0121 0,00600,0087 0,0053

    25.030,8231 0,00560,8406 0,04370,0197 0,00620,0092 0,0068

    29.030,0022 0,00000,6871 0,07580,0653 0,01610,0186 0,0026

    30.030,2426 0,20740,2099 0,35710,0658 0,02580,01760 0,0051

    1.040,2556 0,01380,1833 0,02670,0962 0,04260,0477 0,0051

    5.042,7450 0,47642,3676 0,55610,0785 0,08510,0189 0,0053

    7.041,4521 0,17081,2742 0,27650,042 0,00650,0270 0,0114

    13.040,0062 0,00290,0150 0,01810,0598 0,05110,0979 0,0382

    15.040,1225 0,08730,1047 0,02640,1058 0,06500,1393 0,0705

    20.040,4549 0,41210,1064 0,13570,3988 0,54680,0101 0,0037

    22.040,7959 0,53680,3046 0,17410,6040 0,52330,0484 0,0119

    27.040,8972 1,01050,3015 0,08171,1152 0,84700,0483 0,0058

    29.041,0091 1,09370,3439 0,04891,6265 1,21780,0482 0,0035

    06.050,1505 0,12691,4416 0,08770,4165 0,36070,0086 0,0007

    AMONIACOAmoniacoAmoniaco

    EXPERIMENTALESCONTROLESExp-PromCon-PromExp-DSCon-DSDiaExperimentalControlValor P

    10.030.00021121160.00019211550.000205370.0002111550.0001905370.0002205370.0002028990.00020740970.00000978490.000015346710.030.0002 0.00000.0002 0.0000

    23.030.00012553740.00013356690.00013089040.00012732170.00012553740.00013981210.00012999820.00013089040.00000408840.000007777823.030.0001 0.00000.0001 0.0000

    25.030.05124698540.05016229940.04791421430.01618235160.01705138980.04442527710.04977449970.02588633950.00169989190.016061069725.030.0498 0.00170.0259 0.0161

    29.030.00013089040.00036699650.00035535950.0420567210.0126406920.03376134760.00028441550.02948625350.00013308390.015166839229.030.0003 0.00010.0295 0.015210.0323.0325.0329.0330.031.045.047.0413.0415.0420.0422.0427.0429.0406.05

    30.030.01974325560.0210643290.00026942320.01126912860.00006715870.00006814410.01369233590.00380147720.01164333490.006467175930.030.0137 0.01160.0038 0.00650.00021121160.00012553740.05124698540.00013089040.01974325560.01687330080.18490982520.10623143860.0846390.0785470.06246886550.0100397110.00595090.01463193720.0186017

    1.040.01687330080.01544873190.01654832510.00123366850.00133620610.00099602980.01629011930.00118863480.000746560.00017450211.040.0163 0.00070.0012 0.00020.00019211550.00013356690.05016229940.00036699650.0210643290.01544873190.1972885380.28848347990.095780.033530.00153599510.010088980.0893510.08856718590.030125

    5.040.18490982520.1972885380.14147819160.039680360.04523718610.0615095040.17455885160.04880901670.02930965170.01134444195.040.1746 0.02930.0488 0.01130.000205370.00013089040.04791421430.00035535950.00026942320.01654832510.14147819160.239178660.0817450.0275480.02373146160.08247543070.00873550.0213628290.006734

    7.040.10623143860.28848347990.239178660.02397687660.07741256870.036036250.21129785950.04580856510.09427065250.02802618257.040.2113 0.09420.0458 0.02800.0002111550.00012732170.01618235160.0420567210.01126912860.00123366850.039680360.02397687660.0007111760.000915590.0010925640.02292295620.027060.03743580.1092

    13.040.0846390.095780.0817450.0007111760.0000683510.0000583160.0873880.0002792810.00741033450.000374065713.040.0874 0.00740.0003 0.00040.0001905370.00012553740.01705138980.0126406920.00006715870.00133620610.04523718610.07741256870.0000683510.0014399760.0000748640.00731195830.04858860.0681358120.157581

    15.040.0785470.033530.0275480.000915590.0014399760.000800420.04654166670.00105199530.02787834470.000340915.040.0465 0.02790.0011 0.00030.0002205370.00013981210.04442527710.03376134760.00006814410.00099602980.0615095040.036036250.0000583160.000800420.00162286740.00567636480.0583620.06014921490.195645

    20.040.06246886550.00153599510.02373146160.0010925640.0000748640.00162286740.02924544070.00093009850.03083839570.00078668620.040.0292 0.03080.0009 0.0008

    22.040.0100397110.010088980.08247543070.02292295620.00731195830.00567636480.03420137390.01197042640.04180656680.009520358322.040.0342 0.04180.0120 0.0095

    27.040.00595090.0893510.00873550.027060.04858860.0583620.03467913330.04467020.04736769210.016014655627.040.0347 0.04740.0447 0.0160

    29.040.01463193720.08856718590.0213628290.03743580.0681358120.06014921490.04152065070.05524027560.04088225270.015927835629.040.0415 0.04090.0552 0.0159

    06.050.01860170.0301250.0067340.10920.1575810.1956450.01848690.1541420.01169592260.043324987606.050.0185 0.01170.1541 0.0433

    AMONIOAmonio

    experimentalescontrolExp-PromCon-PromExp-DSCon-DS

    10.030.0036257790.0036257790.0036257790.0036257790.0036257790.0036257790.0036257790.00362577900

    23.030.0021550.0021550.0021550.0021550.0021550.0021550.0021550.00215500

    25.030.8268310.825880.8167010.8226920.8904120.8085850.82313733330.8405630.0055942730.0437429304123456789101112131415

    29.030.0021550.0021550.0021550.759750.66460.6098950.0021550.678081666700.075831700210.0323.0325.0329.0330.031.045.047.0413.0415.0420.0422.0427.0429.0406.05

    30.030.34630.37770.0037899960.622260.0037899960.0037899960.24259666530.2099466640.2074077120.3570738233AmonioExperimental0.0036257790.0021550.8268310.0021550.34630.25682.81421.477160.004540.22240.894380.4847760.28734540.22410.2849

    1.040.25680.2411980.268790.1879160.2074210.1546150.2555960.18331733330.01383534710.02670167060.0036257790.0021550.825880.0021550.37770.2411983.18311.6089430.00951470.08420550.07706950.4871552.06372.258330.133682

    5.042.81423.18312.23781.9162.1981142.98882.74503333332.3676380.47643052310.55612835740.0036257790.0021550.8167010.0021550.0037899960.268792.23781.27020.004540.0608940.39341.415790.340630.544720.032825

    7.041.477161.6089431.27021.064221.1707891.58751.4521011.27416966670.17075617160.2765341955Control0.0036257790.0021550.8226920.759750.622260.1879161.9161.064220.0359180.0787340.055180.4172210.20980.29021.388202

    13.040.004540.00951470.004540.0359180.004540.004540.00619823330.01499933330.00287214440.01811609670.0036257790.0021550.8904120.66460.0037899960.2074212.1981141.1707890.004540.103710.0038060.3924830.36680.385821.5428164

    15.040.22240.08420550.0608940.0787340.103710.1315410.12249983330.10466166670.08729770320.02641635980.0036257790.0021550.8085850.6098950.0037899960.1546152.98881.58750.004540.1315410.26020.10410.327780.35581.393911

    20.040.894380.07706950.39340.055180.0038060.26020.45494983330.10639533330.41211697350.1356529712

    22.040.4847760.4871551.415790.4172210.3924830.10410.7959070.30460133330.53683574320.1740792367

    27.040.28734542.06370.340630.20980.36680.327780.89722513330.301461.010548130.0817423195

    29.040.22412.258330.544720.29020.385820.35581.009050.343941.09372056980.0489008262

    06.050.28490.1336820.0328251.3882021.54281641.3939110.1504691.44164313330.12687318050.0876651047

    NITRATOSNitratosNitratos

    EXPERIMENTALESCONTROLESExp-PromCon-PromExp-DSCon-DSFechaExperimentalControlValor P

    10.0300.00000.00000.00000.00000.0000000010.030.0000 0.00000.0000 0.0000

    23.030.1835560.18930.21610.26200.17400.16830.1963030.2014021060.01734962090.052514629823.030.1963 0.01730.2014 0.0525

    25.0300.00000.00000.00380.00000.000000.001274697300.002207840425.030.0000 0.00000.0013 0.0022

    29.0300.00000.00000.00000.00000.0000000029.030.0000 0.00000.0000 0.000010.0323.0325.0329.0330.031.045.047.0413.0415.0420.0422.0427.0429.0406.05

    30.030.04970.16630.20270.00000.00000.00000.139579347700.0799180268030.030.1396 0.07990.0000 0.000000.183556000.049713193100.13766700000004.7055

    1.0400.02100.00000.00000.96130.96130.00701083330.64086666670.01214311950.55500681381.040.0070 0.01210.6409 0.555000.189292000.166347990.02103250.12619500000001.6921

    5.040.1376670.12620.00000.00000.00000.00000.08795400.076386067305.040.0880 0.07640.0000 0.000000.216061000.202676860000000001.4283

    7.040.00000.00000.00000.00000.00000.000000007.040.0000 0.00000.0000 0.000000.261950280.003824091800000000000.5105161.7227

    13.040.00000.00000.00000.00000.00000.0000000013.040.0000 0.00000.0000 0.000000.1739960000.961300000000.952198853.9943

    15.040.00000.00000.00000.00000.00000.0000000015.040.0000 0.00000.0000 0.000000.1682600380000.961300000000.5869981.2849

    20.040.00000.00000.00000.00000.00000.0000000020.040.0000 0.00000.0000 0.0000

    22.040.00000.00000.00000.00000.00000.0000000022.040.0000 0.00000.0000 0.0000

    27.040.00000.00000.00000.00000.00000.0000000027.040.0000 0.00000.0000 0.0000

    29.040.00000.00000.00000.51050.95220.587000.683237616700.236045510129.040.0000 0.00000.6832 0.2360

    06.054.70551.69211.42831.72273.99431.28492.60863333332.33396666671.82072374991.454457731706.052.6086 1.82072.3340 1.4545

    NITRITOSNitritos

    EXPERIMENTALESCONTROLESExp-PromCon-PromExp-DSCon-DS

    10.030.00559370.01223630.0099056050.011537110.015149740.01107090.00924520170.01258591670.00337018290.002232539

    23.030.013052090.017597020.0056223850.0056223850.01480.0056223850.01209049830.008681590.00604495370.0052986985

    25.030.026220720.019111990.013867840.0052668960.0052668960.017014330.01973351670.00918270730.00619984940.0067823842

    29.030.055587920.0839060.05640370.021442720.018296240.016198570.06529920670.01864584330.01611911730.00263949710.0323.0325.0329.0330.031.045.047.0413.0415.0420.0422.0427.0429.0406.05

    30.030.04020510.091830780.065260460.0188780.0120.0219088680.06576544670.01759562270.02581654450.00507737970.00559370.013052090.026220720.055587920.04020510.053723340.1766690.042069680.1186340.181.025871111.0598991.58122552.1025520.695607

    1.040.053723340.1390.09602610.046148460.0533730.043468120.09624981330.04766319330.04263877020.00512322890.01223630.017597020.019111990.0839060.091830780.1390.03507750.048479190.033562520.077147180.021675790.032630220.137630110.242630.5447

    5.040.1766690.03507750.02388998950.016431650.0152662860.024938810.07854549650.01887891530.0851613560.00528027090.0099056050.0056223850.013867840.05640370.065260460.09602610.02388998950.035543640.0271530.0602493880.1489330.719381.626852.534320.0092064

    7.040.042069680.048479190.035543640.030765640.014217450.0361263250.04203083670.02703647170.00646786250.01142058330.011537110.0056223850.0052668960.021442720.0188780.046148460.016431650.030765640.0597830.0668919710.00734180.04801310.046148050.0442830.00920639

    13.040.1186340.033562520.0271530.0597830.097774150.1361150.05978317330.09789071670.05106696910.03816613350.015149740.01480.0052668960.018296240.0120.0533730.0152662860.014217450.097774150.143330.0085071660.03682554480.04399254250.051159540.00780795

    15.040.180.077147180.0602493880.0668919710.143330.2076680.1057988560.1392966570.0648131250.070474630.01107090.0056223850.017014330.016198570.0219088680.043468120.024938810.0361263250.1361150.2076680.014333990.060598990.0548884950.0491780.00874024

    20.041.025871110.021675790.1489330.00734180.0085071660.014333990.39882663330.01006098530.54675148030.0037461241

    22.041.0598990.032630220.719380.04801310.03682554480.060598990.603969740.04847921160.52326850920.0118935747

    27.041.58122550.137630111.626850.046148050.04399254250.0548884951.11523520330.04834302920.8469381250.0057700863

    29.042.1025520.242632.534320.0442830.051159540.0491781.62650066670.04820684671.21775589430.0035396405

    06.050.6956070.54470.00920640.009206390.007807950.008740240.41650446670.008584860.36071043370.0007120504

    AlcaliNidadAlcalinidadAlcalinidad

    EXPERIMENTALESCONTROLESExp-PromCon-PromExp-DSCon-DSDiaExp-PromCon-PromValor P

    10.032642602682602642562642604410.03264.0 4.0260.0 4.0

    23.03848068921248477.33333333331008.326663997921.166010488523.0377.3 8.3100.0 21.2

    25.0372686492104726889.3333333333416.165807537325.0368.0 4.089.3 16.210.0323.0325.0329.0330.031.045.047.0413.0415.0420.0422.0427.0429.0406.05

    29.0364646484927664840829.0364.0 0.084.0 8.026484726472767485.59799110.5122155.2188.4191.5

    30.03726860841008066.6666666667886.110100926610.583005244330.0366.7 6.188.0 10.626080686468607585.59698108.6119.2138.6158164

    1.0476606080887265.3333333333809.23760430781.0465.3 9.280.0 8.0268686464606088103.5119124137154174196.6208.5

    5.0474758817016616779167.66666666677.81024967592.08166599955.0479.0 7.8167.7 2.12609292848480170150.5131133113.594118141.2198.5

    7.0485.585.5103.5150.511015091.5136.833333333310.392304845423.23969305597.0491.5 10.4136.8 23.22641241049210088166110606575889499.6166

    13.049796119131601301041071340.706264874113.04104.0 13.0107.0 40.7256847276807216715013013511798101.4104.8136.5

    15.0499981241336513510711114.730919862739.849717690315.04107.0 14.7111.0 39.8

    20.04110.5108.6137113.575117118.7101.833333333315.876712506123.304148414720.04118.7 15.9101.8 23.3

    22.04122119.2154948898131.733333333393.333333333319.33425285175.033222956822.04131.7 19.393.3 5.0

    27.04155.2138.617411894101.4155.9333333333104.466666666717.711389932312.290375638427.04155.9 17.7104.5 12.3

    29.04188.4158196.6141.299.6104.8181115.220.336174664922.666274506429.04181.0 20.3115.2 22.7

    06.05191.5164208.5198.5166136.518816722.455511572931.012094414906.05188.0 22.5167.0 31.0

    Dureza totalDurezaDureza Total

    EXPERIMENTALESCONTROLESExp-PromCon-PromExp-DSCon-DSDiaExperimentalControlValor P

    10.03500496504500496500500498.666666666742.309401076810.03500.0 4.0498.7 2.3

    23.0336034036036